This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


## NULL
**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


## NULL
**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


## NULL
**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 26.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 27.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 35.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 36.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.2516411

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.18 while 0.82 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_yellow

11

1

2

0.744

0.766

0.454

0.936

1.010

0.129

-0.170

CSEO

p_yellow

11

13

2

0.745

0.764

0.446

0.936

1.011

0.127

-0.150

CSEO

p_yellow

11

8

2

0.748

0.765

0.454

0.935

1.011

0.125

-0.136

CSEO

p_yellow

12

1

1

0.309

0.276

0.097

0.775

1.032

0.164

0.202

EWYKT

p_yellow

12

1

2

0.142

0.108

0.029

0.500

1.083

0.129

0.263

EWYKT

p_yellow

12

10

1

0.308

0.276

0.091

0.763

1.029

0.163

0.197

EWYKT

p_yellow

12

10

2

0.144

0.109

0.028

0.502

1.084

0.129

0.271

EWYKT

p_yellow

12

11

1

0.309

0.276

0.093

0.751

1.038

0.163

0.203

EWYKT

p_yellow

12

11

2

0.143

0.111

0.029

0.467

1.085

0.129

0.249

EWYKT

p_yellow

12

12

1

0.311

0.283

0.101

0.760

1.040

0.162

0.172

EWYKT

p_yellow

12

12

2

0.144

0.109

0.030

0.539

1.090

0.132

0.266

EWYKT

p_yellow

12

13

1

0.307

0.276

0.093

0.753

1.037

0.162

0.191

EWYKT

p_yellow

12

13

2

0.143

0.109

0.028

0.512

1.080

0.129

0.264

EWYKT

p_yellow

12

14

1

0.309

0.277

0.093

0.770

1.033

0.163

0.197

EWYKT

p_yellow

12

14

2

0.145

0.110

0.030

0.518

1.085

0.130

0.270

EWYKT

p_yellow

12

15

1

0.311

0.282

0.096

0.765

1.033

0.163

0.178

EWYKT

p_yellow

12

15

2

0.144

0.110

0.030

0.483

1.082

0.129

0.264

EWYKT

p_yellow

12

16

1

0.305

0.275

0.092

0.751

1.037

0.163

0.184

EWYKT

p_yellow

12

16

2

0.143

0.110

0.030

0.515

1.094

0.130

0.254

EWYKT

p_yellow

12

17

1

0.304

0.273

0.092

0.758

1.034

0.161

0.193

EWYKT

p_yellow

12

17

2

0.145

0.111

0.030

0.516

1.080

0.130

0.262

EWYKT

p_yellow

12

18

1

0.308

0.277

0.090

0.747

1.027

0.164

0.189

EWYKT

p_yellow

12

18

2

0.146

0.112

0.028

0.518

1.080

0.131

0.260

EWYKT

p_yellow

12

19

1

0.306

0.276

0.094

0.764

1.038

0.162

0.185

EWYKT

p_yellow

12

19

2

0.145

0.113

0.029

0.508

1.084

0.129

0.248

EWYKT

p_yellow

12

2

1

0.311

0.276

0.093

0.751

1.038

0.167

0.210

EWYKT

p_yellow

12

2

2

0.147

0.111

0.031

0.543

1.076

0.131

0.275

EWYKT

p_yellow

12

20

1

0.308

0.276

0.092

0.752

1.030

0.165

0.194

EWYKT

p_yellow

12

20

2

0.145

0.110

0.031

0.533

1.091

0.129

0.270

EWYKT

p_yellow

12

21

1

0.308

0.279

0.092

0.770

1.038

0.162

0.179

EWYKT

p_yellow

12

21

2

0.142

0.107

0.031

0.509

1.080

0.130

0.270

EWYKT

p_yellow

12

22

1

0.305

0.275

0.090

0.757

1.032

0.161

0.187

EWYKT

p_yellow

12

22

2

0.141

0.108

0.031

0.501

1.088

0.127

0.260

EWYKT

p_yellow

12

23

1

0.300

0.269

0.087

0.745

1.039

0.161

0.192

EWYKT

p_yellow

12

23

2

0.142

0.108

0.029

0.501

1.080

0.127

0.267

EWYKT

p_yellow

12

24

1

0.302

0.273

0.092

0.743

1.031

0.160

0.181

EWYKT

p_yellow

12

24

2

0.144

0.110

0.029

0.498

1.090

0.129

0.263

EWYKT

p_yellow

12

25

1

0.317

0.286

0.093

0.760

1.035

0.164

0.190

EWYKT

p_yellow

12

25

2

0.141

0.110

0.031

0.476

1.079

0.127

0.245

EWYKT

p_yellow

12

26

1

0.311

0.279

0.092

0.743

1.037

0.162

0.198

EWYKT

p_yellow

12

26

2

0.141

0.107

0.028

0.527

1.100

0.129

0.263

EWYKT

p_yellow

12

27

1

0.351

0.330

0.113

0.774

1.030

0.162

0.130

EWYKT

p_yellow

12

27

2

0.141

0.109

0.030

0.472

1.096

0.123

0.259

EWYKT

p_yellow

12

28

1

0.311

0.282

0.098

0.687

1.021

0.157

0.185

EWYKT

p_yellow

12

28

2

0.141

0.109

0.029

0.457

1.065

0.120

0.267

EWYKT

p_yellow

12

29

2

0.128

0.105

0.030

0.358

1.017

0.096

0.239

EWYKT

p_yellow

12

3

1

0.309

0.277

0.094

0.765

1.036

0.164

0.195

EWYKT

p_yellow

12

3

2

0.142

0.107

0.030

0.521

1.082

0.129

0.271

EWYKT

p_yellow

12

4

1

0.307

0.276

0.091

0.783

1.046

0.167

0.185

EWYKT

p_yellow

12

4

2

0.144

0.108

0.029

0.502

1.104

0.131

0.276

EWYKT

p_yellow

12

5

1

0.308

0.277

0.088

0.755

1.040

0.163

0.190

EWYKT

p_yellow

12

5

2

0.142

0.110

0.029

0.536

1.078

0.130

0.246

EWYKT

p_yellow

12

6

1

0.308

0.278

0.096

0.743

1.039

0.162

0.185

EWYKT

p_yellow

12

6

2

0.144

0.107

0.030

0.506

1.078

0.131

0.283

EWYKT

p_yellow

12

7

1

0.307

0.277

0.091

0.734

1.032

0.160

0.187

EWYKT

p_yellow

12

7

2

0.144

0.109

0.030

0.508

1.083

0.130

0.270

EWYKT

p_yellow

12

8

1

0.307

0.277

0.091

0.754

1.032

0.164

0.183

EWYKT

p_yellow

12

8

2

0.143

0.111

0.030

0.511

1.083

0.127

0.253

EWYKT

p_yellow

12

9

1

0.310

0.278

0.094

0.761

1.032

0.163

0.196

EWYKT

p_yellow

12

9

2

0.142

0.109

0.029

0.500

1.085

0.128

0.257

EWYKT

p_pelagic

13

1

1

0.529

0.535

0.251

0.782

1.145

0.137

-0.044

NSEI

p_pelagic

13

1

2

0.309

0.302

0.098

0.558

1.099

0.121

0.058

NSEI

p_pelagic

13

10

1

0.531

0.537

0.257

0.776

1.146

0.135

-0.045

NSEI

p_pelagic

13

10

2

0.310

0.298

0.107

0.566

1.093

0.121

0.099

NSEI

p_pelagic

13

11

1

0.535

0.545

0.258

0.779

1.136

0.136

-0.074

NSEI

p_pelagic

13

11

2

0.312

0.303

0.107

0.572

1.085

0.121

0.074

NSEI

p_pelagic

13

12

1

0.531

0.536

0.250

0.777

1.126

0.136

-0.037

NSEI

p_pelagic

13

12

2

0.314

0.304

0.110

0.577

1.080

0.122

0.082

NSEI

p_pelagic

13

13

1

0.533

0.540

0.254

0.776

1.105

0.136

-0.051

NSEI

p_pelagic

13

13

2

0.316

0.304

0.107

0.569

1.109

0.120

0.100

NSEI

p_pelagic

13

14

1

0.535

0.540

0.262

0.777

1.130

0.132

-0.038

NSEI

p_pelagic

13

14

2

0.316

0.305

0.117

0.569

1.085

0.119

0.092

NSEI

p_pelagic

13

15

1

0.533

0.539

0.259

0.773

1.113

0.134

-0.045

NSEI

p_pelagic

13

15

2

0.313

0.303

0.113

0.560

1.065

0.118

0.084

NSEI

p_pelagic

13

16

1

0.535

0.539

0.277

0.781

1.100

0.134

-0.030

NSEI

p_pelagic

13

16

2

0.316

0.307

0.115

0.554

1.078

0.116

0.078

NSEI

p_pelagic

13

17

1

0.537

0.545

0.277

0.771

1.072

0.130

-0.061

NSEI

p_pelagic

13

17

2

0.317

0.311

0.117

0.567

1.087

0.119

0.050

NSEI

p_pelagic

13

18

1

0.535

0.538

0.278

0.771

1.070

0.130

-0.023

NSEI

p_pelagic

13

18

2

0.317

0.306

0.116

0.567

1.070

0.119

0.093

NSEI

p_pelagic

13

19

1

0.539

0.545

0.279

0.779

1.088

0.130

-0.046

NSEI

p_pelagic

13

19

2

0.318

0.309

0.119

0.583

1.059

0.120

0.075

NSEI

p_pelagic

13

2

1

0.531

0.537

0.240

0.775

1.147

0.138

-0.043

NSEI

p_pelagic

13

2

2

0.311

0.306

0.105

0.564

1.117

0.120

0.042

NSEI

p_pelagic

13

20

1

0.540

0.540

0.279

0.771

1.073

0.128

0.000

NSEI

p_pelagic

13

20

2

0.320

0.310

0.119

0.570

1.071

0.119

0.084

NSEI

p_pelagic

13

21

1

0.543

0.549

0.291

0.778

1.052

0.128

-0.047

NSEI

p_pelagic

13

21

2

0.322

0.312

0.122

0.581

1.060

0.118

0.085

NSEI

p_pelagic

13

22

2

0.321

0.315

0.128

0.552

1.040

0.111

0.054

NSEI

p_pelagic

13

23

2

0.320

0.310

0.127

0.565

1.032

0.116

0.086

NSEI

p_pelagic

13

25

2

0.284

0.274

0.124

0.497

1.022

0.098

0.102

NSEI

p_pelagic

13

26

2

0.572

0.575

0.380

0.748

1.010

0.094

-0.032

NSEI

p_pelagic

13

3

1

0.532

0.543

0.238

0.778

1.161

0.140

-0.079

NSEI

p_pelagic

13

3

2

0.304

0.296

0.100

0.559

1.109

0.120

0.067

NSEI

p_pelagic

13

4

1

0.526

0.534

0.249

0.768

1.131

0.134

-0.060

NSEI

p_pelagic

13

4

2

0.312

0.305

0.102

0.567

1.109

0.121

0.058

NSEI

p_pelagic

13

5

1

0.531

0.536

0.251

0.774

1.140

0.135

-0.037

NSEI

p_pelagic

13

5

2

0.309

0.301

0.100

0.570

1.085

0.122

0.066

NSEI

p_pelagic

13

6

1

0.530

0.537

0.257

0.771

1.149

0.136

-0.052

NSEI

p_pelagic

13

6

2

0.311

0.303

0.099

0.566

1.142

0.122

0.066

NSEI

p_pelagic

13

7

1

0.529

0.538

0.253

0.768

1.130

0.136

-0.066

NSEI

p_pelagic

13

7

2

0.313

0.302

0.104

0.569

1.100

0.120

0.092

NSEI

p_pelagic

13

8

1

0.532

0.541

0.264

0.776

1.127

0.134

-0.067

NSEI

p_pelagic

13

8

2

0.311

0.302

0.102

0.577

1.095

0.122

0.074

NSEI

p_pelagic

13

9

1

0.530

0.535

0.257

0.777

1.123

0.135

-0.037

NSEI

p_pelagic

13

9

2

0.309

0.301

0.102

0.567

1.101

0.122

0.066

NSEI

p_pelagic

14

1

1

0.390

0.384

0.179

0.633

1.027

0.120

0.050

NSEO

p_pelagic

14

1

2

0.367

0.359

0.155

0.627

1.014

0.125

0.064

NSEO

p_pelagic

14

10

1

0.386

0.377

0.171

0.639

1.015

0.123

0.073

NSEO

p_pelagic

14

10

2

0.369

0.361

0.155

0.626

1.023

0.125

0.064

NSEO

p_pelagic

14

11

2

0.363

0.355

0.156

0.610

1.024

0.121

0.066

NSEO

p_pelagic

14

12

1

0.389

0.385

0.168

0.645

1.012

0.123

0.033

NSEO

p_pelagic

14

12

2

0.367

0.362

0.156

0.626

1.018

0.122

0.041

NSEO

p_pelagic

14

13

1

0.388

0.379

0.180

0.637

1.020

0.119

0.076

NSEO

p_pelagic

14

13

2

0.365

0.357

0.154

0.618

1.022

0.124

0.064

NSEO

p_pelagic

14

14

2

0.365

0.357

0.151

0.627

1.017

0.123

0.065

NSEO

p_pelagic

14

15

1

0.392

0.384

0.181

0.640

1.013

0.120

0.067

NSEO

p_pelagic

14

15

2

0.367

0.363

0.158

0.615

1.011

0.121

0.033

NSEO

p_pelagic

14

16

1

0.389

0.384

0.181

0.636

1.019

0.119

0.042

NSEO

p_pelagic

14

16

2

0.368

0.359

0.157

0.633

1.014

0.125

0.072

NSEO

p_pelagic

14

17

1

0.389

0.382

0.175

0.640

1.018

0.121

0.058

NSEO

p_pelagic

14

17

2

0.366

0.360

0.152

0.618

1.013

0.122

0.049

NSEO

p_pelagic

14

18

1

0.392

0.388

0.176

0.641

1.017

0.123

0.033

NSEO

p_pelagic

14

18

2

0.370

0.361

0.156

0.627

1.019

0.123

0.073

NSEO

p_pelagic

14

19

1

0.389

0.382

0.174

0.650

1.015

0.121

0.058

NSEO

p_pelagic

14

19

2

0.368

0.357

0.162

0.625

1.029

0.122

0.090

NSEO

p_pelagic

14

2

2

0.365

0.358

0.151

0.626

1.019

0.124

0.057

NSEO

p_pelagic

14

20

1

0.393

0.386

0.176

0.642

1.011

0.122

0.058

NSEO

p_pelagic

14

20

2

0.368

0.360

0.157

0.617

1.019

0.120

0.067

NSEO

p_pelagic

14

21

1

0.394

0.389

0.186

0.643

1.017

0.120

0.042

NSEO

p_pelagic

14

21

2

0.371

0.362

0.162

0.631

1.026

0.123

0.073

NSEO

p_pelagic

14

22

2

0.372

0.362

0.156

0.626

1.017

0.123

0.081

NSEO

p_pelagic

14

23

2

0.375

0.367

0.161

0.621

1.010

0.123

0.065

NSEO

p_pelagic

14

24

2

0.379

0.370

0.167

0.647

1.013

0.124

0.072

NSEO

p_pelagic

14

25

2

0.379

0.370

0.170

0.640

1.012

0.124

0.072

NSEO

p_pelagic

14

27

2

0.385

0.377

0.172

0.652

1.014

0.122

0.065

NSEO

p_pelagic

14

3

1

0.389

0.383

0.171

0.646

1.019

0.123

0.049

NSEO

p_pelagic

14

3

2

0.367

0.356

0.156

0.634

1.019

0.123

0.089

NSEO

p_pelagic

14

4

1

0.388

0.382

0.176

0.645

1.012

0.124

0.049

NSEO

p_pelagic

14

4

2

0.365

0.353

0.155

0.629

1.011

0.125

0.096

NSEO

p_pelagic

14

5

1

0.387

0.380

0.169

0.637

1.013

0.120

0.058

NSEO

p_pelagic

14

5

2

0.370

0.362

0.156

0.633

1.012

0.124

0.065

NSEO

p_pelagic

14

6

1

0.390

0.384

0.174

0.636

1.012

0.122

0.049

NSEO

p_pelagic

14

6

2

0.364

0.354

0.153

0.617

1.023

0.122

0.082

NSEO

p_pelagic

14

7

1

0.391

0.383

0.172

0.641

1.015

0.123

0.065

NSEO

p_pelagic

14

7

2

0.366

0.356

0.153

0.622

1.012

0.122

0.082

NSEO

p_pelagic

14

8

1

0.389

0.382

0.175

0.633

1.015

0.118

0.059

NSEO

p_pelagic

14

8

2

0.367

0.357

0.155

0.627

1.017

0.125

0.080

NSEO

p_pelagic

14

9

1

0.388

0.379

0.167

0.644

1.022

0.122

0.074

NSEO

p_pelagic

14

9

2

0.363

0.354

0.153

0.628

1.019

0.123

0.073

NSEO

p_pelagic

16

1

1

0.387

0.378

0.144

0.673

1.186

0.139

0.065

SSEO

p_pelagic

16

1

2

0.327

0.318

0.106

0.612

1.186

0.133

0.068

SSEO

p_pelagic

16

10

1

0.394

0.386

0.159

0.674

1.150

0.135

0.059

SSEO

p_pelagic

16

10

2

0.338

0.329

0.120

0.608

1.146

0.129

0.070

SSEO

p_pelagic

16

11

1

0.388

0.378

0.150

0.669

1.135

0.136

0.074

SSEO

p_pelagic

16

11

2

0.336

0.324

0.125

0.600

1.151

0.125

0.096

SSEO

p_pelagic

16

12

1

0.394

0.388

0.156

0.671

1.131

0.135

0.044

SSEO

p_pelagic

16

12

2

0.337

0.328

0.125

0.601

1.117

0.127

0.071

SSEO

p_pelagic

16

13

1

0.403

0.398

0.160

0.680

1.142

0.137

0.036

SSEO

p_pelagic

16

13

2

0.339

0.327

0.124

0.612

1.142

0.127

0.094

SSEO

p_pelagic

16

14

1

0.400

0.395

0.169

0.664

1.118

0.133

0.037

SSEO

p_pelagic

16

14

2

0.342

0.331

0.127

0.621

1.105

0.127

0.087

SSEO

p_pelagic

16

15

1

0.402

0.396

0.170

0.668

1.105

0.131

0.046

SSEO

p_pelagic

16

15

2

0.343

0.333

0.134

0.614

1.122

0.125

0.080

SSEO

p_pelagic

16

16

1

0.407

0.406

0.172

0.673

1.082

0.131

0.008

SSEO

p_pelagic

16

16

2

0.348

0.334

0.139

0.614

1.106

0.123

0.114

SSEO

p_pelagic

16

17

1

0.409

0.404

0.174

0.669

1.068

0.128

0.039

SSEO

p_pelagic

16

17

2

0.356

0.345

0.136

0.616

1.089

0.125

0.088

SSEO

p_pelagic

16

18

1

0.414

0.407

0.184

0.668

1.073

0.129

0.054

SSEO

p_pelagic

16

18

2

0.353

0.342

0.143

0.617

1.076

0.124

0.089

SSEO

p_pelagic

16

19

1

0.417

0.413

0.187

0.676

1.052

0.127

0.031

SSEO

p_pelagic

16

19

2

0.360

0.347

0.148

0.627

1.065

0.125

0.104

SSEO

p_pelagic

16

2

1

0.386

0.379

0.143

0.676

1.180

0.140

0.050

SSEO

p_pelagic

16

2

2

0.330

0.322

0.107

0.610

1.173

0.132

0.061

SSEO

p_pelagic

16

20

1

0.422

0.415

0.200

0.678

1.032

0.126

0.056

SSEO

p_pelagic

16

20

2

0.365

0.356

0.158

0.624

1.052

0.121

0.074

SSEO

p_pelagic

16

21

1

0.435

0.431

0.202

0.682

1.017

0.126

0.032

SSEO

p_pelagic

16

21

2

0.368

0.362

0.163

0.627

1.033

0.121

0.050

SSEO

p_pelagic

16

22

2

0.379

0.373

0.166

0.632

1.028

0.120

0.050

SSEO

p_slope

16

26

1

0.140

0.120

0.030

0.362

1.013

0.087

0.229

SSEO

p_pelagic

16

3

1

0.387

0.382

0.149

0.665

1.180

0.137

0.037

SSEO

p_pelagic

16

3

2

0.331

0.323

0.116

0.597

1.181

0.130

0.061

SSEO

p_pelagic

16

4

1

0.389

0.381

0.148

0.672

1.172

0.140

0.057

SSEO

p_pelagic

16

4

2

0.331

0.320

0.117

0.602

1.179

0.130

0.085

SSEO

p_pelagic

16

5

1

0.388

0.382

0.148

0.669

1.158

0.136

0.044

SSEO

p_pelagic

16

5

2

0.329

0.317

0.111

0.609

1.169

0.130

0.092

SSEO

p_pelagic

16

6

1

0.390

0.385

0.149

0.661

1.139

0.134

0.037

SSEO

p_pelagic

16

6

2

0.331

0.318

0.110

0.612

1.172

0.133

0.098

SSEO

p_pelagic

16

7

1

0.389

0.381

0.147

0.669

1.143

0.138

0.058

SSEO

p_pelagic

16

7

2

0.332

0.319

0.114

0.613

1.178

0.131

0.100

SSEO

p_pelagic

16

8

1

0.392

0.387

0.146

0.675

1.149

0.139

0.036

SSEO

p_pelagic

16

8

2

0.332

0.320

0.119

0.613

1.176

0.131

0.092

SSEO

p_pelagic

16

9

1

0.389

0.378

0.153

0.670

1.176

0.138

0.080

SSEO

p_pelagic

16

9

2

0.333

0.319

0.115

0.609

1.141

0.129

0.108

SSEO

p_pelagic

3

1

1

0.538

0.545

0.273

0.782

1.037

0.132

-0.053

PWSI

p_pelagic

3

1

2

0.187

0.175

0.059

0.383

1.041

0.085

0.141

PWSI

p_pelagic

3

10

1

0.532

0.535

0.266

0.786

1.031

0.134

-0.022

PWSI

p_pelagic

3

10

2

0.184

0.170

0.064

0.383

1.027

0.082

0.170

PWSI

p_pelagic

3

11

1

0.538

0.541

0.267

0.778

1.031

0.133

-0.022

PWSI

p_pelagic

3

11

2

0.183

0.169

0.064

0.370

1.040

0.081

0.172

PWSI

p_pelagic

3

12

1

0.535

0.539

0.269

0.783

1.037

0.135

-0.030

PWSI

p_pelagic

3

12

2

0.186

0.171

0.063

0.381

1.030

0.085

0.177

PWSI

p_pelagic

3

13

1

0.535

0.546

0.267

0.782

1.033

0.135

-0.081

PWSI

p_pelagic

3

13

2

0.184

0.170

0.062

0.380

1.039

0.083

0.169

PWSI

p_pelagic

3

14

1

0.537

0.540

0.276

0.780

1.043

0.132

-0.023

PWSI

p_pelagic

3

14

2

0.186

0.170

0.063

0.391

1.031

0.084

0.190

PWSI

p_pelagic

3

15

1

0.537

0.540

0.281

0.776

1.037

0.130

-0.023

PWSI

p_pelagic

3

15

2

0.184

0.170

0.064

0.388

1.029

0.083

0.168

PWSI

p_pelagic

3

16

1

0.536

0.537

0.273

0.778

1.037

0.134

-0.007

PWSI

p_pelagic

3

16

2

0.184

0.170

0.063

0.377

1.042

0.081

0.172

PWSI

p_pelagic

3

17

1

0.540

0.542

0.273

0.775

1.022

0.129

-0.016

PWSI

p_pelagic

3

17

2

0.186

0.172

0.064

0.385

1.029

0.083

0.168

PWSI

p_pelagic

3

18

1

0.538

0.541

0.281

0.787

1.033

0.133

-0.023

PWSI

p_pelagic

3

18

2

0.185

0.171

0.063

0.388

1.043

0.084

0.167

PWSI

p_pelagic

3

19

1

0.539

0.544

0.282

0.783

1.038

0.131

-0.038

PWSI

p_pelagic

3

19

2

0.186

0.172

0.066

0.374

1.035

0.081

0.172

PWSI

p_pelagic

3

2

1

0.535

0.539

0.272

0.780

1.052

0.131

-0.030

PWSI

p_pelagic

3

2

2

0.184

0.169

0.064

0.388

1.045

0.084

0.179

PWSI

p_pelagic

3

20

1

0.458

0.457

0.323

0.594

1.012

0.069

0.014

PWSI

p_pelagic

3

21

1

0.451

0.451

0.331

0.575

1.010

0.063

0.000

PWSI

p_pelagic

3

21

2

0.178

0.176

0.111

0.260

1.010

0.038

0.052

PWSI

p_pelagic

3

3

1

0.533

0.534

0.274

0.783

1.041

0.134

-0.007

PWSI

p_pelagic

3

3

2

0.183

0.168

0.062

0.383

1.041

0.083

0.180

PWSI

p_pelagic

3

4

1

0.539

0.543

0.275

0.778

1.044

0.133

-0.030

PWSI

p_pelagic

3

4

2

0.185

0.171

0.061

0.385

1.037

0.086

0.164

PWSI

p_pelagic

3

5

1

0.533

0.537

0.273

0.777

1.049

0.130

-0.031

PWSI

p_pelagic

3

5

2

0.182

0.168

0.059

0.383

1.035

0.084

0.166

PWSI

p_pelagic

3

6

1

0.538

0.540

0.278

0.784

1.047

0.132

-0.015

PWSI

p_pelagic

3

6

2

0.185

0.170

0.061

0.385

1.021

0.085

0.176

PWSI

p_pelagic

3

7

1

0.534

0.539

0.271

0.777

1.040

0.132

-0.038

PWSI

p_pelagic

3

7

2

0.186

0.172

0.063

0.384

1.041

0.083

0.168

PWSI

p_pelagic

3

8

1

0.536

0.535

0.270

0.783

1.036

0.133

0.008

PWSI

p_pelagic

3

8

2

0.187

0.174

0.061

0.384

1.041

0.084

0.155

PWSI

p_pelagic

3

9

1

0.534

0.539

0.270

0.776

1.061

0.133

-0.038

PWSI

p_pelagic

3

9

2

0.184

0.171

0.062

0.377

1.023

0.084

0.155

PWSI

p_pelagic

4

1

1

0.551

0.558

0.271

0.801

1.070

0.136

-0.051

PWSO

p_pelagic

4

1

2

0.532

0.537

0.238

0.784

1.052

0.140

-0.036

PWSO

p_yellow

4

1

2

0.856

0.874

0.631

0.970

1.017

0.088

-0.204

PWSO

p_pelagic

4

10

1

0.554

0.562

0.275

0.792

1.069

0.134

-0.060

PWSO

p_pelagic

4

10

2

0.540

0.548

0.249

0.786

1.051

0.139

-0.058

PWSO

p_yellow

4

10

1

0.873

0.891

0.671

0.975

1.014

0.079

-0.228

PWSO

p_yellow

4

10

2

0.858

0.876

0.644

0.968

1.015

0.085

-0.212

PWSO

p_pelagic

4

11

1

0.554

0.561

0.261

0.796

1.072

0.138

-0.051

PWSO

p_pelagic

4

11

2

0.536

0.541

0.259

0.790

1.032

0.137

-0.036

PWSO

p_yellow

4

11

1

0.875

0.892

0.682

0.974

1.022

0.076

-0.223

PWSO

p_yellow

4

11

2

0.857

0.876

0.636

0.969

1.021

0.087

-0.218

PWSO

p_pelagic

4

12

1

0.556

0.564

0.268

0.796

1.065

0.138

-0.058

PWSO

p_pelagic

4

12

2

0.542

0.551

0.258

0.784

1.046

0.137

-0.066

PWSO

p_yellow

4

12

1

0.875

0.892

0.680

0.973

1.014

0.079

-0.216

PWSO

p_yellow

4

12

2

0.857

0.877

0.631

0.969

1.017

0.086

-0.232

PWSO

p_pelagic

4

13

1

0.558

0.566

0.269

0.793

1.069

0.135

-0.059

PWSO

p_pelagic

4

13

2

0.536

0.542

0.261

0.777

1.049

0.135

-0.044

PWSO

p_yellow

4

13

1

0.876

0.894

0.678

0.973

1.012

0.077

-0.233

PWSO

p_yellow

4

13

2

0.855

0.874

0.652

0.968

1.013

0.086

-0.221

PWSO

p_pelagic

4

14

1

0.557

0.566

0.271

0.794

1.068

0.134

-0.067

PWSO

p_pelagic

4

14

2

0.540

0.549

0.261

0.783

1.038

0.139

-0.065

PWSO

p_yellow

4

14

1

0.873

0.891

0.677

0.971

1.023

0.079

-0.229

PWSO

p_yellow

4

14

2

0.857

0.878

0.636

0.968

1.016

0.088

-0.240

PWSO

p_pelagic

4

15

1

0.553

0.564

0.284

0.790

1.051

0.133

-0.083

PWSO

p_pelagic

4

15

2

0.540

0.546

0.253

0.778

1.041

0.136

-0.044

PWSO

p_yellow

4

15

1

0.874

0.893

0.682

0.971

1.017

0.077

-0.245

PWSO

p_pelagic

4

16

1

0.551

0.557

0.274

0.798

1.052

0.136

-0.044

PWSO

p_pelagic

4

16

2

0.542

0.548

0.264

0.789

1.052

0.137

-0.044

PWSO

p_yellow

4

16

2

0.853

0.872

0.630

0.966

1.017

0.089

-0.214

PWSO

p_pelagic

4

17

1

0.558

0.562

0.286

0.796

1.057

0.133

-0.030

PWSO

p_pelagic

4

17

2

0.538

0.543

0.266

0.782

1.053

0.134

-0.037

PWSO

p_yellow

4

17

1

0.872

0.890

0.681

0.971

1.015

0.077

-0.235

PWSO

p_yellow

4

17

2

0.857

0.877

0.647

0.967

1.015

0.086

-0.234

PWSO

p_pelagic

4

18

1

0.562

0.570

0.293

0.803

1.046

0.132

-0.061

PWSO

p_pelagic

4

18

2

0.544

0.551

0.279

0.783

1.046

0.133

-0.053

PWSO

p_pelagic

4

19

1

0.561

0.566

0.299

0.794

1.042

0.129

-0.039

PWSO

p_pelagic

4

19

2

0.546

0.550

0.281

0.783

1.043

0.133

-0.030

PWSO

p_yellow

4

19

1

0.872

0.888

0.682

0.968

1.012

0.075

-0.213

PWSO

p_yellow

4

19

2

0.854

0.873

0.633

0.966

1.022

0.087

-0.219

PWSO

p_pelagic

4

2

1

0.554

0.563

0.263

0.791

1.055

0.136

-0.066

PWSO

p_pelagic

4

2

2

0.534

0.539

0.253

0.783

1.045

0.138

-0.036

PWSO

p_yellow

4

2

1

0.877

0.893

0.687

0.974

1.018

0.075

-0.212

PWSO

p_yellow

4

2

2

0.857

0.877

0.640

0.969

1.015

0.087

-0.231

PWSO

p_pelagic

4

20

2

0.468

0.469

0.236

0.701

1.025

0.121

-0.008

PWSO

p_yellow

4

20

2

0.872

0.888

0.693

0.969

1.014

0.074

-0.218

PWSO

p_pelagic

4

3

1

0.554

0.563

0.266

0.797

1.047

0.141

-0.064

PWSO

p_pelagic

4

3

2

0.535

0.540

0.244

0.790

1.042

0.141

-0.035

PWSO

p_yellow

4

3

1

0.873

0.890

0.667

0.972

1.015

0.079

-0.215

PWSO

p_yellow

4

3

2

0.857

0.877

0.630

0.969

1.017

0.088

-0.228

PWSO

p_yellow

4

31

2

0.722

0.735

0.447

0.908

1.019

0.119

-0.109

PWSO

p_pelagic

4

4

1

0.549

0.558

0.273

0.785

1.053

0.135

-0.067

PWSO

p_pelagic

4

4

2

0.536

0.546

0.262

0.780

1.052

0.136

-0.074

PWSO

p_yellow

4

4

2

0.859

0.876

0.655

0.969

1.017

0.082

-0.207

PWSO

p_pelagic

4

5

1

0.554

0.564

0.265

0.804

1.053

0.138

-0.073

PWSO

p_pelagic

4

5

2

0.537

0.547

0.250

0.779

1.053

0.140

-0.071

PWSO

p_yellow

4

5

1

0.875

0.893

0.679

0.974

1.019

0.077

-0.235

PWSO

p_yellow

4

5

2

0.856

0.879

0.617

0.970

1.011

0.091

-0.252

PWSO

p_pelagic

4

6

1

0.553

0.558

0.265

0.786

1.062

0.136

-0.037

PWSO

p_pelagic

4

6

2

0.541

0.553

0.251

0.785

1.046

0.138

-0.087

PWSO

p_yellow

4

6

1

0.874

0.891

0.678

0.973

1.014

0.079

-0.215

PWSO

p_pelagic

4

7

1

0.555

0.567

0.271

0.784

1.067

0.135

-0.089

PWSO

p_pelagic

4

7

2

0.534

0.542

0.249

0.783

1.046

0.138

-0.058

PWSO

p_yellow

4

7

1

0.876

0.894

0.686

0.972

1.019

0.077

-0.234

PWSO

p_yellow

4

7

2

0.857

0.876

0.629

0.971

1.020

0.088

-0.215

PWSO

p_pelagic

4

8

1

0.550

0.560

0.272

0.789

1.065

0.135

-0.074

PWSO

p_pelagic

4

8

2

0.538

0.545

0.253

0.790

1.059

0.138

-0.051

PWSO

p_yellow

4

8

1

0.875

0.891

0.682

0.974

1.014

0.077

-0.208

PWSO

p_yellow

4

8

2

0.856

0.877

0.632

0.968

1.019

0.088

-0.240

PWSO

p_pelagic

4

9

1

0.555

0.564

0.267

0.792

1.061

0.135

-0.066

PWSO

p_pelagic

4

9

2

0.537

0.545

0.259

0.783

1.060

0.139

-0.058

PWSO

p_yellow

4

9

1

0.873

0.892

0.668

0.973

1.026

0.078

-0.243

PWSO

p_yellow

4

9

2

0.857

0.877

0.643

0.969

1.011

0.087

-0.230

PWSO

p_black

8

1

1

0.731

0.764

0.346

0.947

1.019

0.161

-0.205

afognak

p_black

8

10

1

0.731

0.763

0.353

0.950

1.015

0.159

-0.202

afognak

p_black

8

11

1

0.733

0.764

0.359

0.949

1.023

0.159

-0.195

afognak

p_black

8

12

1

0.726

0.756

0.364

0.949

1.018

0.159

-0.189

afognak

p_black

8

13

1

0.731

0.760

0.358

0.950

1.020

0.160

-0.182

afognak

p_black

8

15

1

0.730

0.759

0.353

0.949

1.033

0.161

-0.181

afognak

p_black

8

16

1

0.726

0.759

0.357

0.954

1.022

0.163

-0.202

afognak

p_black

8

17

1

0.729

0.763

0.352

0.953

1.022

0.162

-0.209

afognak

p_black

8

18

1

0.732

0.763

0.362

0.950

1.016

0.159

-0.195

afognak

p_black

8

19

1

0.732

0.761

0.355

0.952

1.014

0.159

-0.182

afognak

p_black

8

2

1

0.728

0.760

0.346

0.951

1.018

0.160

-0.200

afognak

p_black

8

20

1

0.730

0.766

0.352

0.952

1.026

0.165

-0.219

afognak

p_black

8

22

1

0.729

0.763

0.350

0.949

1.021

0.161

-0.212

afognak

p_black

8

24

1

0.731

0.762

0.361

0.953

1.025

0.160

-0.193

afognak

p_black

8

25

1

0.732

0.767

0.352

0.952

1.020

0.159

-0.220

afognak

p_black

8

27

1

0.866

0.881

0.669

0.970

1.016

0.077

-0.194

afognak

p_black

8

28

1

0.732

0.762

0.355

0.951

1.017

0.157

-0.191

afognak

p_black

8

29

1

0.735

0.765

0.369

0.951

1.023

0.157

-0.192

afognak

p_black

8

3

1

0.730

0.763

0.348

0.948

1.025

0.162

-0.204

afognak

p_black

8

30

1

0.735

0.765

0.360

0.947

1.023

0.155

-0.193

afognak

p_black

8

31

1

0.888

0.900

0.737

0.973

1.011

0.062

-0.194

afognak

p_black

8

32

1

0.733

0.763

0.355

0.952

1.017

0.159

-0.188

afognak

p_black

8

33

1

0.938

0.940

0.892

0.976

1.010

0.022

-0.092

afognak

p_black

8

34

1

0.907

0.917

0.783

0.977

1.011

0.052

-0.193

afognak

p_black

8

37

1

0.553

0.385

0.297

0.965

15.476

0.274

0.614

afognak

p_black

8

4

1

0.728

0.760

0.332

0.946

1.027

0.162

-0.198

afognak

p_black

8

40

1

0.742

0.912

0.345

0.963

1.041

0.253

-0.672

afognak

p_black

8

41

1

0.834

0.902

0.545

0.962

1.033

0.134

-0.507

afognak

p_black

8

43

1

0.425

0.421

0.346

0.509

1.063

0.052

0.077

afognak

p_black

8

48

1

0.464

0.459

0.378

0.568

1.036

0.061

0.082

afognak

p_black

8

5

1

0.735

0.771

0.336

0.952

1.020

0.162

-0.223

afognak

p_black

8

6

1

0.730

0.764

0.343

0.950

1.016

0.162

-0.210

afognak

p_black

8

7

1

0.727

0.762

0.338

0.950

1.027

0.164

-0.213

afognak

p_black

8

8

1

0.731

0.761

0.359

0.953

1.020

0.161

-0.186

afognak

p_black

8

9

1

0.734

0.765

0.336

0.952

1.018

0.160

-0.194

afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

mu_beta0_pH

1

1

0.391

0.430

-0.813

1.462

1.327

0.589

-0.066

CI

mu_beta1_pH

1

1

3.650

3.418

1.748

6.818

1.162

1.451

0.160

CI

mu_beta2_pH

1

1

9.847

9.774

-1.981

23.510

1.210

6.646

0.011

CI

beta0_pH

1

1

0.138

0.217

-0.710

0.664

1.166

0.365

-0.217

CI

beta1_pH

1

1

4.160

3.936

2.587

6.481

1.442

1.090

0.205

CI

beta2_pH

1

1

0.337

0.310

0.145

0.727

1.411

0.159

0.170

CI

beta2_pH

1

1

10.683

10.644

0.322

24.829

1.281

6.457

0.006

CI

beta3_pH

1

1

36.468

36.369

33.135

40.292

1.221

1.856

0.053

CI

beta3_pH

1

1

38.141

39.445

30.411

41.537

1.129

3.056

-0.427

CI

beta0_pH

10

1

-0.032

0.016

-0.893

0.494

1.181

0.341

-0.141

northeast

beta1_pH

10

1

2.664

2.537

1.763

4.274

1.462

0.616

0.206

northeast

beta2_pH

10

1

0.717

0.546

0.192

2.404

1.485

0.639

0.268

northeast

beta3_pH

10

1

32.189

32.135

29.864

34.473

1.187

1.203

0.045

northeast

beta0_pH

11

2

0.127

0.172

-0.778

0.775

1.194

0.391

-0.115

CSEO

beta0_pH

11

1

1.018

0.991

0.135

2.002

1.190

0.462

0.059

CSEO

beta1_pH

11

2

1.666

1.617

0.937

2.735

1.201

0.457

0.107

CSEO

beta1_pH

11

1

1.841

1.856

0.636

3.004

1.102

0.590

-0.025

CSEO

beta2_pH

11

2

2.134

2.020

0.325

3.991

1.465

1.232

0.093

CSEO

beta2_pH

11

2

-3.777

-2.417

-15.829

-0.033

1.145

4.222

-0.322

CSEO

beta3_pH

11

1

40.164

40.219

35.614

42.542

1.255

1.433

-0.038

CSEO

beta0_pelagic

11

-0.221

-0.201

-0.816

0.158

1.126

0.222

-0.090

CSEO

beta1_pelagic

11

1.217

1.193

0.769

2.053

1.163

0.269

0.089

CSEO

beta1_yellow

11

2.047

1.952

1.385

3.646

1.166

0.506

0.188

CSEO

beta0_pH

12

2

0.517

0.566

-0.753

1.567

1.221

0.618

-0.079

EWYKT

beta1_pH

12

2

1.533

1.471

0.448

2.902

1.201

0.643

0.096

EWYKT

beta2_pH

12

2

2.031

2.194

-1.093

3.989

1.314

1.645

-0.099

EWYKT

beta2_pH

12

2

-3.893

-2.561

-16.432

-0.060

1.156

4.191

-0.318

EWYKT

beta1_yellow

12

0.297

0.087

0.011

2.246

1.137

0.618

0.340

EWYKT

beta0_pH

13

2

-0.019

0.012

-0.923

0.724

1.137

0.430

-0.072

NSEI

beta0_pH

13

1

0.787

0.832

-0.269

1.586

1.185

0.496

-0.091

NSEI

beta1_pH

13

2

1.788

1.751

0.964

2.773

1.156

0.464

0.080

NSEI

beta1_pH

13

1

0.839

0.777

0.010

1.967

1.193

0.571

0.109

NSEI

beta2_pH

13

2

2.135

1.917

0.469

3.992

1.407

1.164

0.187

NSEI

beta2_pH

13

2

-5.247

-3.720

-18.663

-0.326

1.132

4.889

-0.312

NSEI

beta2_pH

13

2

-3.796

-2.503

-15.765

-0.126

1.196

3.979

-0.325

NSEI

beta0_pelagic

13

0.120

0.221

-0.805

0.536

1.719

0.343

-0.295

NSEI

beta1_pelagic

13

1.407

1.211

0.452

2.756

1.141

0.689

0.284

NSEI

beta3_pelagic

13

36.751

36.792

29.905

42.205

1.285

3.105

-0.013

NSEI

beta2_black

13

-2.116

-1.649

-6.461

-0.358

1.268

1.608

-0.290

NSEI

beta3_black

13

38.578

38.830

35.379

40.652

1.109

1.392

-0.181

NSEI

beta0_pH

14

1

0.534

0.578

-0.732

1.459

1.290

0.553

-0.080

NSEO

beta1_pH

14

1

1.601

1.584

0.400

2.893

1.240

0.611

0.028

NSEO

beta2_pH

14

2

2.691

2.931

0.544

3.991

1.145

1.077

-0.223

NSEO

beta2_pH

14

2

-4.215

-2.978

-15.952

-0.450

1.158

3.912

-0.316

NSEO

beta3_pH

14

1

40.327

40.388

37.952

41.986

1.107

1.113

-0.055

NSEO

beta0_pelagic

14

-0.489

-0.482

-0.912

-0.102

1.119

0.214

-0.033

NSEO

beta2_yellow

14

-4.729

-2.367

-20.873

-0.543

1.101

5.393

-0.438

NSEO

beta0_pH

15

2

0.355

0.364

-0.807

1.486

1.152

0.587

-0.015

SSEI

beta0_pH

15

1

0.761

0.845

-0.225

1.441

1.574

0.434

-0.194

SSEI

beta1_pH

15

2

1.497

1.472

0.376

2.703

1.173

0.589

0.042

SSEI

beta1_pH

15

1

0.597

0.474

0.003

1.666

1.587

0.492

0.250

SSEI

beta2_pH

15

2

1.493

2.181

-5.687

3.990

1.366

2.582

-0.266

SSEI

beta2_pH

15

2

-4.052

-2.747

-15.769

-0.123

1.147

4.070

-0.321

SSEI

beta3_pH

15

1

31.354

31.413

29.802

32.737

1.171

0.736

-0.080

SSEI

beta3_pH

15

2

32.870

31.255

29.138

42.905

1.127

4.288

0.377

SSEI

beta3_pH

15

1

38.623

40.104

31.154

42.917

2.196

3.747

-0.395

SSEI

beta1_pelagic

15

0.195

0.082

0.011

0.860

1.284

0.242

0.467

SSEI

beta0_yellow

15

-1.231

-1.204

-1.809

-0.881

1.203

0.224

-0.120

SSEI

beta3_yellow

15

31.270

30.271

28.139

38.645

1.110

2.846

0.351

SSEI

beta0_pH

16

1

-0.093

-0.090

-0.585

0.375

1.160

0.238

-0.013

SSEO

beta0_pH

16

2

1.005

0.863

-0.696

2.853

2.312

1.021

0.139

SSEO

beta1_pH

16

2

2.801

2.908

0.920

4.634

2.239

1.052

-0.102

SSEO

beta2_pH

16

2

-2.069

-3.153

-9.665

3.991

3.650

4.182

0.259

SSEO

beta2_pH

16

2

-4.148

-3.019

-16.140

-0.426

1.232

3.861

-0.292

SSEO

beta3_pH

16

2

39.006

42.529

30.367

42.957

17.995

5.194

-0.678

SSEO

beta0_pelagic

16

-0.526

-0.450

-1.324

0.096

1.658

0.406

-0.187

SSEO

beta1_pelagic

16

1.865

1.822

0.910

3.076

1.691

0.603

0.071

SSEO

beta2_pelagic

16

0.529

0.253

0.112

3.390

1.210

0.905

0.305

SSEO

beta3_pelagic

16

30.930

30.730

24.783

38.965

1.228

3.390

0.059

SSEO

tau_beta0_pH

2

1

1.794

1.230

0.109

6.743

1.203

1.905

0.296

NG

mu_beta1_pH

2

1

3.156

2.740

1.523

8.338

1.147

1.765

0.236

NG

mu_beta2_pH

2

1

0.787

0.579

-0.155

2.836

1.385

0.753

0.276

NG

tau_beta2_pH

2

1

12.706

3.031

0.088

79.016

1.128

20.826

0.465

NG

beta0_pH

2

1

0.520

0.566

-0.531

1.093

2.191

0.405

-0.114

NG

beta1_pH

2

1

2.925

2.825

1.995

4.426

1.705

0.591

0.169

NG

beta2_pH

2

1

0.369

0.299

0.115

0.952

1.457

0.296

0.237

NG

beta3_pH

2

1

30.939

31.094

27.267

34.232

1.580

1.799

-0.086

NG

mu_beta0_pH

3

2

0.283

0.247

-0.789

1.492

1.303

0.592

0.061

PWSI

mu_beta0_pH

3

1

0.847

0.856

-0.109

1.760

1.195

0.473

-0.019

PWSI

tau_beta0_pH

3

2

6.842

2.003

0.172

53.173

1.133

13.584

0.356

PWSI

mu_beta1_pH

3

2

1.803

1.742

0.811

3.073

1.260

0.592

0.103

PWSI

tau_beta1_pH

3

1

2.169

0.869

0.065

11.888

1.145

4.784

0.272

PWSI

mu_beta2_pH

3

2

5.723

4.402

-1.369

19.759

1.575

5.453

0.242

PWSI

tau_beta2_pH

3

2

1.256

0.079

0.041

10.385

1.341

6.911

0.170

PWSI

tau_beta5_pH

3

1

1.972

1.050

0.137

8.291

1.271

4.727

0.195

PWSI

tau_beta5_pH

3

1

0.835

0.422

0.053

3.823

1.126

2.049

0.202

PWSI

beta0_pH

3

1

0.383

0.458

-0.810

1.446

1.769

0.603

-0.124

PWSI

beta1_pH

3

1

3.619

3.432

1.726

6.888

1.662

1.240

0.151

PWSI

beta2_pH

3

1

0.233

0.173

0.072

0.802

1.552

0.221

0.272

PWSI

beta0_pelagic

3

0.151

0.178

-0.470

0.623

1.218

0.286

-0.094

PWSI

beta1_pelagic

3

0.744

0.707

0.215

1.384

1.241

0.308

0.120

PWSI

beta0_pH

4

1

0.529

0.569

-0.482

1.373

1.356

0.500

-0.080

PWSO

beta1_pH

4

1

3.793

3.680

2.187

6.245

1.278

0.971

0.116

PWSO

beta2_pH

4

1

0.230

0.198

0.097

0.591

1.428

0.127

0.251

PWSO

beta0_pelagic

4

0.214

0.277

-0.704

0.689

1.258

0.330

-0.191

PWSO

beta1_pelagic

4

0.935

0.854

0.407

2.068

1.126

0.397

0.204

PWSO

beta3_pelagic

4

25.569

25.904

21.141

30.508

1.143

2.160

-0.155

PWSO

beta0_pH

5

1

-1.108

-1.014

-2.565

-0.328

1.203

0.538

-0.175

BSAI

beta1_pH

5

1

2.670

2.563

1.763

4.289

1.234

0.618

0.173

BSAI

beta2_pH

5

1

1.547

1.268

0.271

4.617

1.248

1.225

0.228

BSAI

beta4_yellow

5

2.582

1.041

-5.568

9.105

1.286

25.942

0.059

BSAI

beta0_pH

6

1

-0.615

-0.510

-1.929

0.120

1.338

0.519

-0.202

SOKO2SAP

beta1_pH

6

1

2.717

2.545

1.282

4.879

1.518

1.029

0.167

SOKO2SAP

beta2_pH

6

1

0.549

0.276

0.107

2.654

1.409

0.790

0.346

SOKO2SAP

beta3_pH

6

1

34.718

34.102

27.977

42.350

1.356

3.690

0.167

SOKO2SAP

beta4_yellow

6

1.374

1.016

-7.309

8.645

1.235

9.913

0.036

SOKO2SAP

beta4_yellow

7

0.459

1.062

-6.800

8.299

1.262

12.775

-0.047

WKMA

beta0_pH

8

1

-0.468

-0.454

-1.180

0.135

1.119

0.335

-0.042

afognak

beta1_pH

8

1

2.935

2.922

1.355

4.738

1.142

0.881

0.015

afognak

beta2_pH

8

1

0.430

0.288

0.131

1.608

1.268

0.489

0.290

afognak

beta3_pH

8

1

38.747

38.587

33.713

43.679

1.153

2.818

0.057

afognak

beta0_black

8

1.164

1.158

0.563

1.782

1.235

0.309

0.019

afognak

beta0_pH

9

1

-0.795

-0.779

-1.670

0.040

1.511

0.460

-0.035

eastside

beta1_pH

9

1

2.623

2.476

1.443

4.786

1.802

0.864

0.170

eastside

beta2_pH

9

1

0.707

0.444

0.105

2.826

2.001

0.681

0.386

eastside

beta2_pH

9

1

0.515

0.378

0.172

1.289

1.168

0.983

0.139

eastside

beta3_pH

9

1

30.722

29.755

26.360

41.421

1.338

3.844

0.252

eastside

beta4_yellow

9

-0.186

1.019

-7.154

8.534

1.286

21.023

-0.057

eastside

tau_beta5_black_kod

0.627

0.254

0.044

3.103

1.103

1.743

0.214

lambda_H

15

0.022

0.015

0.003

0.075

1.241

0.068

0.104

SSEI

pG

6

31

0.303

0.292

0.128

0.539

1.115

0.108

0.102

SOKO2SAP

pG

6

32

0.276

0.267

0.116

0.494

1.146

0.099

0.091

SOKO2SAP

pG

6

33

0.206

0.196

0.101

0.384

1.111

0.072

0.139

SOKO2SAP

pG

6

34

0.175

0.166

0.082

0.330

1.125

0.062

0.145

SOKO2SAP

pG

6

36

0.219

0.207

0.111

0.400

1.136

0.077

0.157

SOKO2SAP

pG

6

37

0.215

0.203

0.104

0.382

1.111

0.072

0.166

SOKO2SAP

pG

6

38

0.153

0.140

0.078

0.297

1.125

0.058

0.225

SOKO2SAP

pG

6

45

0.261

0.252

0.117

0.462

1.118

0.086

0.105

SOKO2SAP

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

1,364.00

353.00

2,152.00

498.00

Prop. of total

0.79

0.21

0.81

0.19

Prop. median less than 1

0.14

0.15

0.20

0.33

Prop. median less than 10

0.25

0.37

0.35

0.54

Prop. median less than 50

0.37

0.55

0.49

0.67

Median of the median values

294.59

31.09

54.67

5.42

Mean of the median values

1,422.18

596.84

635.77

490.61

Mean skew of posteriors

0.20

0.26

0.24

0.18

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

53.00

11.00

406.00

212.00

Prop. of total

0.83

0.17

0.66

0.34

Prop. median less than 1

0.38

0.91

0.47

0.51

Prop. median less than 10

0.58

1.00

0.69

0.79

Prop. median less than 50

0.92

1.00

0.80

0.93

Median of the median values

2.94

0.42

1.28

0.98

Mean of the median values

45.67

0.81

550.87

18.23

Mean skew of posteriors

0.25

0.19

0.16

0.06

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta0_black

1

beta0_pelagic

6

beta0_pH

19

beta0_yellow

1

beta1_pelagic

6

beta1_pH

17

beta1_yellow

2

beta2_black

1

beta2_pelagic

1

beta2_pH

24

beta3_pelagic

3

beta3_pH

12

beta3_yellow

1

beta4_yellow

4

Bp_ay

4

Bp_ayg

1

Bp_ayu

4

H_ay

8

H_ayg

2

H_ayu

14

Hb_ay

8

Hb_ayg

7

Hb_ayu

8

Ho_ay

6

Ho_ayg

3

Ho_ayu

9

Hp_ay

9

Hp_ayg

6

Hp_ayu

9

Hs_ayu

2

Htrend_ay

19

Hy_ay

2

Hy_ayg

2

Hy_ayu

10

lambda_H

1

mu_beta0_pH

3

mu_beta1_pH

3

mu_beta2_pH

3

p_black

1

p_pelagic

44

pG

8

pH

82

R_ay

196

R_ayg

36

R_ayu

213

Rb_ay

38

Rb_ayg

44

Rb_ayu

38

Rd_ay

3

Rd_ayg

4

Rd_ayu

1

re_black

5

re_pelagic

17

re_pH

67

re_yellow

1

Ro_ay

211

Ro_ayg

38

Ro_ayu

201

Rp_ay

33

Rp_ayg

42

Rp_ayu

36

Rs_ay

22

Rs_ayg

21

Rs_ayu

41

Ry_ay

144

Ry_ayg

4

Ry_ayu

166

sd_pH

1

tau_beta0_pH

2

tau_beta1_pH

1

tau_beta2_pH

2

tau_beta5_pH

2

tau_pH

1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.147 0.065 -0.266 -0.148 -0.012
mu_bc_H[2] -0.108 0.039 -0.179 -0.110 -0.027
mu_bc_H[3] -0.408 0.068 -0.535 -0.409 -0.269
mu_bc_H[4] -1.157 0.232 -1.669 -1.140 -0.754
mu_bc_H[5] 1.311 1.233 -0.054 1.023 4.296
mu_bc_H[6] -2.333 0.354 -3.013 -2.345 -1.618
mu_bc_H[7] -0.482 0.107 -0.694 -0.479 -0.285
mu_bc_H[8] 0.272 0.367 -0.343 0.235 1.121
mu_bc_H[9] -0.342 0.147 -0.657 -0.340 -0.071
mu_bc_H[10] -0.127 0.066 -0.252 -0.128 0.009
mu_bc_H[11] -0.115 0.040 -0.194 -0.115 -0.035
mu_bc_H[12] -0.247 0.107 -0.485 -0.240 -0.050
mu_bc_H[13] -0.171 0.076 -0.309 -0.173 -0.017
mu_bc_H[14] -0.354 0.104 -0.568 -0.349 -0.162
mu_bc_H[15] -0.336 0.049 -0.430 -0.337 -0.238
mu_bc_H[16] -0.273 0.372 -0.965 -0.293 0.546
mu_bc_R[1] 1.633 0.184 1.265 1.638 1.980
mu_bc_R[2] 1.610 0.091 1.433 1.610 1.787
mu_bc_R[3] 1.371 0.152 1.068 1.375 1.665
mu_bc_R[4] 1.092 0.182 0.733 1.096 1.436
mu_bc_R[5] 1.491 0.772 -0.093 1.519 2.993
mu_bc_R[6] -2.047 0.722 -3.548 -2.035 -0.683
mu_bc_R[7] 0.301 0.203 -0.100 0.303 0.705
mu_bc_R[8] 0.522 0.230 0.078 0.525 0.964
mu_bc_R[9] 0.618 0.265 0.104 0.621 1.144
mu_bc_R[10] 1.564 0.165 1.233 1.563 1.893
mu_bc_R[11] 0.980 0.132 0.713 0.980 1.242
mu_bc_R[12] 0.959 0.282 0.395 0.957 1.522
mu_bc_R[13] 1.135 0.166 0.818 1.131 1.474
mu_bc_R[14] 1.181 0.222 0.738 1.183 1.608
mu_bc_R[15] 0.690 0.185 0.313 0.686 1.057
mu_bc_R[16] 1.120 0.171 0.780 1.121 1.459
tau_pH[1] 3.141 0.245 2.695 3.135 3.642
tau_pH[2] 1.591 0.149 1.322 1.582 1.905
tau_pH[3] 1.465 0.138 1.204 1.462 1.738
tau_pH[4] 1.310 0.188 0.975 1.299 1.710
tau_pH[5] 0.645 0.109 0.458 0.637 0.883
beta0_pH[1,1,1] 0.138 0.365 -0.710 0.217 0.664
beta0_pH[2,1,1] 0.520 0.405 -0.531 0.566 1.093
beta0_pH[3,1,1] 0.383 0.603 -0.810 0.458 1.446
beta0_pH[4,1,1] 0.529 0.500 -0.482 0.569 1.373
beta0_pH[5,1,1] -1.108 0.538 -2.565 -1.014 -0.328
beta0_pH[6,1,1] -0.615 0.519 -1.929 -0.510 0.120
beta0_pH[7,1,1] 0.719 0.120 0.473 0.723 0.947
beta0_pH[8,1,1] -0.468 0.335 -1.180 -0.454 0.135
beta0_pH[9,1,1] -0.795 0.460 -1.670 -0.779 0.040
beta0_pH[10,1,1] -0.032 0.341 -0.893 0.016 0.494
beta0_pH[11,1,1] -0.083 0.201 -0.526 -0.072 0.278
beta0_pH[12,1,1] 0.334 0.229 -0.092 0.328 0.776
beta0_pH[13,1,1] -0.107 0.183 -0.472 -0.097 0.221
beta0_pH[14,1,1] -0.282 0.204 -0.684 -0.277 0.102
beta0_pH[15,1,1] -0.066 0.230 -0.584 -0.060 0.383
beta0_pH[16,1,1] -0.093 0.238 -0.585 -0.090 0.375
beta0_pH[1,2,1] 0.068 0.200 -0.345 0.080 0.416
beta0_pH[2,2,1] 0.450 0.118 0.223 0.450 0.683
beta0_pH[3,2,1] 0.421 0.120 0.178 0.422 0.655
beta0_pH[4,2,1] 0.392 0.289 -0.251 0.410 0.866
beta0_pH[5,2,1] -0.190 1.216 -3.004 -0.122 1.926
beta0_pH[6,2,1] -0.182 1.095 -2.770 -0.122 1.883
beta0_pH[7,2,1] -0.460 1.230 -3.976 -0.203 1.025
beta0_pH[8,2,1] -0.112 0.165 -0.447 -0.111 0.204
beta0_pH[9,2,1] 0.106 0.175 -0.227 0.102 0.451
beta0_pH[10,2,1] -0.227 0.124 -0.476 -0.226 0.016
beta0_pH[11,2,1] 0.127 0.391 -0.778 0.172 0.775
beta0_pH[12,2,1] 0.517 0.618 -0.753 0.566 1.567
beta0_pH[13,2,1] -0.019 0.430 -0.923 0.012 0.724
beta0_pH[14,2,1] -0.233 0.424 -1.073 -0.221 0.591
beta0_pH[15,2,1] 0.355 0.587 -0.807 0.364 1.486
beta0_pH[16,2,1] 1.005 1.021 -0.696 0.863 2.853
beta0_pH[1,1,2] 2.629 0.239 2.160 2.629 3.094
beta0_pH[2,1,2] 2.987 0.183 2.618 2.990 3.337
beta0_pH[3,1,2] 3.448 0.207 3.047 3.446 3.866
beta0_pH[4,1,2] 3.233 0.180 2.901 3.229 3.588
beta0_pH[5,1,2] 4.588 1.444 2.746 4.296 8.248
beta0_pH[6,1,2] 3.327 0.262 2.806 3.323 3.849
beta0_pH[7,1,2] 1.937 0.249 1.435 1.937 2.409
beta0_pH[8,1,2] 2.825 0.218 2.397 2.828 3.253
beta0_pH[9,1,2] 3.917 0.293 3.349 3.918 4.533
beta0_pH[10,1,2] 3.895 0.245 3.399 3.902 4.362
beta0_pH[11,1,2] 2.064 0.164 1.746 2.070 2.367
beta0_pH[12,1,2] 1.878 0.209 1.470 1.881 2.267
beta0_pH[13,1,2] 2.362 0.194 2.000 2.358 2.760
beta0_pH[14,1,2] 1.978 0.170 1.644 1.980 2.297
beta0_pH[15,1,2] 2.360 0.201 1.964 2.358 2.767
beta0_pH[16,1,2] 2.533 0.219 2.128 2.521 2.980
beta0_pH[1,2,2] 1.653 0.583 0.331 1.718 2.700
beta0_pH[2,2,2] 1.699 0.251 1.186 1.709 2.162
beta0_pH[3,2,2] 1.871 0.238 1.404 1.866 2.336
beta0_pH[4,2,2] 2.128 0.277 1.629 2.118 2.711
beta0_pH[5,2,2] 4.986 4.034 -2.347 4.463 13.932
beta0_pH[6,2,2] 4.933 3.980 -2.554 4.471 13.937
beta0_pH[7,2,2] 5.089 3.990 -2.172 4.638 14.050
beta0_pH[8,2,2] 6.709 3.183 2.534 5.965 14.848
beta0_pH[9,2,2] 6.226 3.183 2.022 5.542 14.246
beta0_pH[10,2,2] 2.475 0.390 1.719 2.476 3.242
beta0_pH[11,2,2] 2.619 0.233 2.156 2.617 3.082
beta0_pH[12,2,2] 1.259 0.502 0.280 1.262 2.260
beta0_pH[13,2,2] 2.730 0.240 2.262 2.726 3.204
beta0_pH[14,2,2] 1.860 0.244 1.382 1.860 2.347
beta0_pH[15,2,2] 2.670 0.222 2.225 2.671 3.108
beta0_pH[16,2,2] 3.659 0.351 2.996 3.643 4.370
beta0_pH[1,1,3] 1.033 0.395 0.242 1.076 1.657
beta0_pH[2,1,3] 2.099 0.220 1.657 2.094 2.531
beta0_pH[3,1,3] 2.699 0.198 2.319 2.699 3.090
beta0_pH[4,1,3] 3.042 0.217 2.623 3.040 3.481
beta0_pH[5,1,3] 3.545 1.993 0.953 3.128 8.936
beta0_pH[6,1,3] 1.298 0.436 0.526 1.274 2.263
beta0_pH[7,1,3] 0.527 0.219 0.093 0.524 0.969
beta0_pH[8,1,3] 0.231 0.325 -0.339 0.250 0.741
beta0_pH[9,1,3] -3.264 1.025 -5.368 -3.231 -1.251
beta0_pH[10,1,3] -0.818 1.035 -3.395 -0.636 0.662
beta0_pH[11,1,3] 1.145 0.529 0.107 1.180 2.130
beta0_pH[12,1,3] 1.053 0.759 -0.441 1.012 2.516
beta0_pH[13,1,3] 0.626 0.498 -0.416 0.649 1.561
beta0_pH[14,1,3] 0.323 0.498 -0.718 0.348 1.230
beta0_pH[15,1,3] 0.770 0.437 -0.132 0.787 1.581
beta0_pH[16,1,3] 1.276 0.675 -0.014 1.250 2.596
beta0_pH[1,2,3] 0.652 0.438 -0.054 0.599 1.623
beta0_pH[2,2,3] 0.147 0.254 -0.379 0.156 0.618
beta0_pH[3,2,3] 0.320 0.240 -0.174 0.322 0.800
beta0_pH[4,2,3] 0.476 0.260 -0.018 0.469 1.006
beta0_pH[5,2,3] -0.311 2.852 -6.616 -0.275 5.966
beta0_pH[6,2,3] -0.325 2.942 -6.808 -0.230 6.043
beta0_pH[7,2,3] -0.440 2.902 -7.174 -0.274 5.780
beta0_pH[8,2,3] -0.634 1.229 -3.377 -0.508 1.564
beta0_pH[9,2,3] -0.411 2.941 -7.055 -0.300 5.924
beta0_pH[10,2,3] -0.166 0.355 -0.859 -0.172 0.549
beta0_pH[11,2,3] 0.749 0.380 -0.176 0.811 1.344
beta0_pH[12,2,3] 0.791 0.382 -0.083 0.823 1.431
beta0_pH[13,2,3] 1.037 0.454 0.122 1.029 1.981
beta0_pH[14,2,3] 0.696 0.440 -0.314 0.741 1.467
beta0_pH[15,2,3] 0.766 0.429 -0.113 0.807 1.480
beta0_pH[16,2,3] 0.911 0.488 -0.097 0.923 1.915
beta0_pH[11,1,4] 1.018 0.462 0.135 0.991 2.002
beta0_pH[12,1,4] 0.956 0.724 -0.460 0.924 2.637
beta0_pH[13,1,4] 0.787 0.496 -0.269 0.832 1.586
beta0_pH[14,1,4] 0.534 0.553 -0.732 0.578 1.459
beta0_pH[15,1,4] 0.761 0.434 -0.225 0.845 1.441
beta0_pH[16,1,4] 1.062 0.592 -0.026 1.038 2.383
beta0_pH[11,2,4] 0.588 0.447 -0.492 0.658 1.252
beta0_pH[12,2,4] 0.693 0.463 -0.392 0.748 1.453
beta0_pH[13,2,4] 0.827 0.504 -0.277 0.860 1.738
beta0_pH[14,2,4] 0.558 0.484 -0.519 0.605 1.411
beta0_pH[15,2,4] 0.553 0.501 -0.686 0.617 1.387
beta0_pH[16,2,4] 0.747 0.536 -0.449 0.764 1.821
beta0_pH[11,1,5] 2.780 0.357 2.105 2.770 3.504
beta0_pH[12,1,5] -0.972 0.542 -1.964 -0.991 0.124
beta0_pH[13,1,5] 3.154 0.509 2.166 3.147 4.161
beta0_pH[14,1,5] 3.572 0.482 2.654 3.553 4.548
beta0_pH[15,1,5] 2.152 0.410 1.411 2.135 3.000
beta0_pH[16,1,5] -0.399 0.293 -0.971 -0.402 0.194
beta0_pH[11,2,5] 2.126 0.395 1.349 2.130 2.936
beta0_pH[12,2,5] -0.649 1.321 -3.382 -0.621 1.909
beta0_pH[13,2,5] 4.270 0.435 3.445 4.268 5.139
beta0_pH[14,2,5] 3.181 0.633 2.007 3.156 4.451
beta0_pH[15,2,5] 2.620 0.341 1.952 2.614 3.298
beta0_pH[16,2,5] 4.356 0.715 3.058 4.308 5.840
beta1_pH[1,1,1] 4.160 1.090 2.587 3.936 6.481
beta1_pH[2,1,1] 2.925 0.591 1.995 2.825 4.426
beta1_pH[3,1,1] 3.619 1.240 1.726 3.432 6.888
beta1_pH[4,1,1] 3.793 0.971 2.187 3.680 6.245
beta1_pH[5,1,1] 2.670 0.618 1.763 2.563 4.289
beta1_pH[6,1,1] 2.717 1.029 1.282 2.545 4.879
beta1_pH[7,1,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,1] 2.935 0.881 1.355 2.922 4.738
beta1_pH[9,1,1] 2.623 0.864 1.443 2.476 4.786
beta1_pH[10,1,1] 2.664 0.616 1.763 2.537 4.274
beta1_pH[11,1,1] 3.273 0.259 2.790 3.260 3.806
beta1_pH[12,1,1] 3.155 0.273 2.630 3.150 3.697
beta1_pH[13,1,1] 2.876 0.281 2.364 2.876 3.424
beta1_pH[14,1,1] 3.340 0.269 2.833 3.332 3.891
beta1_pH[15,1,1] 2.726 0.313 2.143 2.720 3.328
beta1_pH[16,1,1] 3.004 0.286 2.418 3.001 3.567
beta1_pH[1,2,1] 0.489 0.314 0.005 0.477 1.116
beta1_pH[2,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,1] 0.554 0.361 0.011 0.523 1.378
beta1_pH[5,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,1] 1.666 0.457 0.937 1.617 2.735
beta1_pH[12,2,1] 1.533 0.643 0.448 1.471 2.902
beta1_pH[13,2,1] 1.788 0.464 0.964 1.751 2.773
beta1_pH[14,2,1] 1.944 0.450 1.109 1.928 2.864
beta1_pH[15,2,1] 1.497 0.589 0.376 1.472 2.703
beta1_pH[16,2,1] 2.801 1.052 0.920 2.908 4.634
beta1_pH[1,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,1,3] 1.800 0.835 0.232 1.732 3.869
beta1_pH[2,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,3] 4.877 2.181 2.087 4.355 10.835
beta1_pH[9,1,3] 5.722 1.392 3.395 5.544 8.826
beta1_pH[10,1,3] 6.271 2.632 2.706 5.702 12.845
beta1_pH[11,1,3] 2.109 0.567 1.120 2.078 3.248
beta1_pH[12,1,3] 3.067 0.766 1.693 3.034 4.648
beta1_pH[13,1,3] 1.816 0.520 0.778 1.813 2.899
beta1_pH[14,1,3] 2.004 0.515 1.043 1.990 3.081
beta1_pH[15,1,3] 2.126 0.480 1.236 2.109 3.108
beta1_pH[16,1,3] 3.054 0.722 1.713 3.051 4.465
beta1_pH[1,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,3] 0.821 0.741 0.120 0.660 2.375
beta1_pH[12,2,3] 0.946 0.943 0.127 0.798 2.438
beta1_pH[13,2,3] 1.464 0.543 0.395 1.456 2.561
beta1_pH[14,2,3] 1.566 0.550 0.521 1.552 2.718
beta1_pH[15,2,3] 1.020 0.505 0.174 1.001 2.073
beta1_pH[16,2,3] 1.898 0.598 0.723 1.885 3.126
beta1_pH[11,1,4] 1.841 0.590 0.636 1.856 3.004
beta1_pH[12,1,4] 2.995 0.782 1.313 2.995 4.538
beta1_pH[13,1,4] 0.839 0.571 0.010 0.777 1.967
beta1_pH[14,1,4] 1.601 0.611 0.400 1.584 2.893
beta1_pH[15,1,4] 0.597 0.492 0.003 0.474 1.666
beta1_pH[16,1,4] 2.970 0.668 1.486 2.997 4.188
beta1_pH[11,2,4] 0.941 0.755 0.030 0.802 2.839
beta1_pH[12,2,4] 1.080 0.720 0.040 0.977 2.823
beta1_pH[13,2,4] 1.395 0.652 0.223 1.344 2.933
beta1_pH[14,2,4] 1.758 0.652 0.538 1.720 3.145
beta1_pH[15,2,4] 1.151 0.624 0.085 1.095 2.643
beta1_pH[16,2,4] 1.965 0.660 0.734 1.943 3.336
beta1_pH[11,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1,1] 0.337 0.159 0.145 0.310 0.727
beta2_pH[2,1,1] 0.369 0.296 0.115 0.299 0.952
beta2_pH[3,1,1] 0.233 0.221 0.072 0.173 0.802
beta2_pH[4,1,1] 0.230 0.127 0.097 0.198 0.591
beta2_pH[5,1,1] 1.547 1.225 0.271 1.268 4.617
beta2_pH[6,1,1] 0.549 0.790 0.107 0.276 2.654
beta2_pH[7,1,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,1] 0.430 0.489 0.131 0.288 1.608
beta2_pH[9,1,1] 0.707 0.681 0.105 0.444 2.826
beta2_pH[10,1,1] 0.717 0.639 0.192 0.546 2.404
beta2_pH[11,1,1] 0.931 0.355 0.478 0.872 1.736
beta2_pH[12,1,1] 1.147 0.439 0.615 1.046 2.290
beta2_pH[13,1,1] 0.892 0.328 0.424 0.839 1.674
beta2_pH[14,1,1] 0.948 0.319 0.550 0.883 1.718
beta2_pH[15,1,1] 0.845 0.312 0.385 0.798 1.575
beta2_pH[16,1,1] 0.837 0.300 0.446 0.784 1.537
beta2_pH[1,2,1] 2.354 1.297 0.081 2.509 3.994
beta2_pH[2,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,1] 2.224 1.385 0.059 2.390 3.995
beta2_pH[5,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,1] 2.134 1.232 0.325 2.020 3.991
beta2_pH[12,2,1] 2.031 1.645 -1.093 2.194 3.989
beta2_pH[13,2,1] 2.135 1.164 0.469 1.917 3.992
beta2_pH[14,2,1] 2.691 1.077 0.544 2.931 3.991
beta2_pH[15,2,1] 1.493 2.582 -5.687 2.181 3.990
beta2_pH[16,2,1] -2.069 4.182 -9.665 -3.153 3.991
beta2_pH[1,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1,3] 10.683 6.457 0.322 10.644 24.829
beta2_pH[2,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,3] 2.081 1.882 0.389 1.412 7.174
beta2_pH[9,1,3] 0.515 0.983 0.172 0.378 1.289
beta2_pH[10,1,3] 0.490 1.026 0.104 0.274 2.330
beta2_pH[11,1,3] -7.583 4.993 -18.271 -8.071 -0.384
beta2_pH[12,1,3] -8.034 4.748 -18.560 -7.823 -0.990
beta2_pH[13,1,3] -7.870 4.768 -17.935 -7.920 -1.077
beta2_pH[14,1,3] -7.517 4.564 -17.625 -6.917 -1.266
beta2_pH[15,1,3] -7.742 4.816 -18.712 -7.125 -0.941
beta2_pH[16,1,3] -7.746 4.771 -18.576 -7.047 -1.454
beta2_pH[1,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,3] -5.313 5.214 -19.618 -3.756 -0.064
beta2_pH[12,2,3] -5.432 5.199 -19.489 -3.861 -0.115
beta2_pH[13,2,3] -5.247 4.889 -18.663 -3.720 -0.326
beta2_pH[14,2,3] -5.569 4.936 -19.143 -3.981 -0.579
beta2_pH[15,2,3] -5.558 5.046 -19.716 -3.897 -0.335
beta2_pH[16,2,3] -5.805 4.924 -19.553 -4.262 -0.709
beta2_pH[11,1,4] -7.429 5.964 -22.256 -5.873 -0.334
beta2_pH[12,1,4] -7.999 6.101 -23.352 -6.614 -0.749
beta2_pH[13,1,4] -7.663 5.957 -22.817 -6.090 -0.416
beta2_pH[14,1,4] -7.841 5.813 -22.518 -6.240 -0.851
beta2_pH[15,1,4] -7.788 5.885 -22.468 -6.427 -0.357
beta2_pH[16,1,4] -7.776 5.742 -22.597 -6.124 -1.288
beta2_pH[11,2,4] -3.777 4.222 -15.829 -2.417 -0.033
beta2_pH[12,2,4] -3.893 4.191 -16.432 -2.561 -0.060
beta2_pH[13,2,4] -3.796 3.979 -15.765 -2.503 -0.126
beta2_pH[14,2,4] -4.215 3.912 -15.952 -2.978 -0.450
beta2_pH[15,2,4] -4.052 4.070 -15.769 -2.747 -0.123
beta2_pH[16,2,4] -4.148 3.861 -16.140 -3.019 -0.426
beta2_pH[11,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1,1] 36.468 1.856 33.135 36.369 40.292
beta3_pH[2,1,1] 30.939 1.799 27.267 31.094 34.232
beta3_pH[3,1,1] 32.033 3.957 26.064 31.479 41.710
beta3_pH[4,1,1] 32.040 3.104 26.867 31.763 40.663
beta3_pH[5,1,1] 27.207 0.993 25.091 27.238 28.877
beta3_pH[6,1,1] 34.718 3.690 27.977 34.102 42.350
beta3_pH[7,1,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,1] 38.747 2.818 33.713 38.587 43.679
beta3_pH[9,1,1] 30.722 3.844 26.360 29.755 41.421
beta3_pH[10,1,1] 32.189 1.203 29.864 32.135 34.473
beta3_pH[11,1,1] 30.392 0.539 29.307 30.428 31.392
beta3_pH[12,1,1] 30.317 0.472 29.385 30.312 31.236
beta3_pH[13,1,1] 32.788 0.698 31.574 32.711 34.272
beta3_pH[14,1,1] 32.015 0.592 30.922 31.999 33.182
beta3_pH[15,1,1] 31.354 0.736 29.802 31.413 32.737
beta3_pH[16,1,1] 30.840 0.758 29.319 30.842 32.325
beta3_pH[1,2,1] 34.398 2.925 27.662 34.232 41.794
beta3_pH[2,2,1] 33.997 5.228 25.474 33.977 42.581
beta3_pH[3,2,1] 32.566 5.990 22.496 32.492 42.506
beta3_pH[4,2,1] 29.596 4.550 22.823 28.854 41.567
beta3_pH[5,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,1] 35.135 1.552 32.186 35.036 37.912
beta3_pH[12,2,1] 32.294 2.787 29.156 31.472 41.787
beta3_pH[13,2,1] 30.366 0.995 29.046 30.259 32.361
beta3_pH[14,2,1] 31.995 1.099 30.868 31.680 35.590
beta3_pH[15,2,1] 32.870 4.288 29.138 31.255 42.905
beta3_pH[16,2,1] 39.006 5.194 30.367 42.529 42.957
beta3_pH[1,1,2] 34.039 5.234 25.419 33.994 42.529
beta3_pH[2,1,2] 34.136 5.139 25.474 34.476 42.479
beta3_pH[3,1,2] 32.488 6.133 22.581 32.433 42.486
beta3_pH[4,1,2] 32.386 6.061 22.611 32.262 42.414
beta3_pH[5,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,2,2] 33.927 5.197 25.379 33.984 42.508
beta3_pH[2,2,2] 33.927 5.088 25.524 33.826 42.441
beta3_pH[3,2,2] 32.493 6.179 22.466 32.405 42.526
beta3_pH[4,2,2] 32.395 6.026 22.521 32.459 42.518
beta3_pH[5,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,1,3] 38.141 3.056 30.411 39.445 41.537
beta3_pH[2,1,3] 34.037 5.174 25.533 34.213 42.547
beta3_pH[3,1,3] 32.500 6.092 22.502 32.392 42.516
beta3_pH[4,1,3] 32.605 6.032 22.567 32.651 42.550
beta3_pH[5,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,3] 42.053 0.975 40.581 41.896 43.786
beta3_pH[9,1,3] 30.094 1.433 28.114 29.845 33.521
beta3_pH[10,1,3] 36.527 2.880 31.611 36.204 43.000
beta3_pH[11,1,3] 40.498 1.365 38.230 40.512 42.699
beta3_pH[12,1,3] 41.649 1.223 38.831 42.245 42.846
beta3_pH[13,1,3] 41.366 0.795 39.592 41.418 42.822
beta3_pH[14,1,3] 40.476 0.844 38.957 40.517 41.931
beta3_pH[15,1,3] 40.631 0.666 39.119 40.662 41.825
beta3_pH[16,1,3] 42.094 0.479 41.023 42.120 42.866
beta3_pH[1,2,3] 33.971 5.156 25.475 34.038 42.554
beta3_pH[2,2,3] 33.921 5.163 25.366 33.824 42.547
beta3_pH[3,2,3] 32.615 6.084 22.597 32.548 42.561
beta3_pH[4,2,3] 32.264 6.084 22.494 31.957 42.466
beta3_pH[5,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,3] 36.313 4.738 29.128 37.490 42.785
beta3_pH[12,2,3] 36.036 4.116 29.260 36.231 42.677
beta3_pH[13,2,3] 40.238 1.901 35.026 40.605 42.654
beta3_pH[14,2,3] 39.610 1.374 36.586 39.803 41.785
beta3_pH[15,2,3] 39.381 2.475 31.008 39.908 42.537
beta3_pH[16,2,3] 41.332 1.053 39.134 41.513 42.734
beta3_pH[11,1,4] 40.164 1.433 35.614 40.219 42.542
beta3_pH[12,1,4] 41.923 1.033 39.351 42.287 42.872
beta3_pH[13,1,4] 40.458 2.157 34.364 41.004 42.863
beta3_pH[14,1,4] 40.327 1.113 37.952 40.388 41.986
beta3_pH[15,1,4] 38.623 3.747 31.154 40.104 42.917
beta3_pH[16,1,4] 41.864 0.535 40.764 41.919 42.817
beta3_pH[11,2,4] 36.142 4.567 29.147 36.969 42.698
beta3_pH[12,2,4] 36.585 3.977 29.378 36.980 42.650
beta3_pH[13,2,4] 39.457 2.470 32.197 40.026 42.747
beta3_pH[14,2,4] 39.648 1.422 36.318 39.836 41.841
beta3_pH[15,2,4] 39.362 2.519 31.676 39.898 42.688
beta3_pH[16,2,4] 41.082 1.437 38.006 41.359 42.747
beta3_pH[11,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,2,5] 25.000 0.000 25.000 25.000 25.000
beta0_pelagic[1] 2.223 0.107 2.014 2.223 2.429
beta0_pelagic[2] 1.493 0.096 1.307 1.491 1.686
beta0_pelagic[3] 0.151 0.286 -0.470 0.178 0.623
beta0_pelagic[4] 0.214 0.330 -0.704 0.277 0.689
beta0_pelagic[5] 1.402 0.187 1.038 1.404 1.766
beta0_pelagic[6] 1.369 0.124 1.120 1.369 1.610
beta0_pelagic[7] 1.497 0.112 1.273 1.495 1.723
beta0_pelagic[8] 1.729 0.112 1.514 1.729 1.951
beta0_pelagic[9] 2.797 0.133 2.541 2.794 3.056
beta0_pelagic[10] 2.549 0.106 2.341 2.550 2.762
beta0_pelagic[11] -0.221 0.222 -0.816 -0.201 0.158
beta0_pelagic[12] 1.788 0.101 1.598 1.789 1.990
beta0_pelagic[13] 0.120 0.343 -0.805 0.221 0.536
beta0_pelagic[14] -0.489 0.214 -0.912 -0.482 -0.102
beta0_pelagic[15] -0.252 0.113 -0.485 -0.250 -0.034
beta0_pelagic[16] -0.526 0.406 -1.324 -0.450 0.096
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.744 0.308 0.215 0.707 1.384
beta1_pelagic[4] 0.935 0.397 0.407 0.854 2.068
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.217 0.269 0.769 1.193 2.053
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 1.407 0.689 0.452 1.211 2.756
beta1_pelagic[14] 1.999 0.457 1.300 1.915 3.065
beta1_pelagic[15] 0.195 0.242 0.011 0.082 0.860
beta1_pelagic[16] 1.865 0.603 0.910 1.822 3.076
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.298 6.137 0.201 4.429 21.615
beta2_pelagic[4] 6.368 6.085 0.113 4.657 21.862
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 1.658 1.449 0.256 1.137 5.485
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 1.029 1.361 0.110 0.476 5.138
beta2_pelagic[14] 0.750 0.744 0.199 0.547 2.960
beta2_pelagic[15] 2.682 1.867 0.136 2.353 7.176
beta2_pelagic[16] 0.529 0.905 0.112 0.253 3.390
beta3_pelagic[1] 30.913 6.881 19.620 30.706 42.321
beta3_pelagic[2] 31.074 7.025 19.611 31.313 42.358
beta3_pelagic[3] 27.545 2.939 22.989 27.164 33.471
beta3_pelagic[4] 25.569 2.160 21.141 25.904 30.508
beta3_pelagic[5] 29.549 6.585 18.535 29.501 40.432
beta3_pelagic[6] 29.614 6.594 18.590 29.583 40.555
beta3_pelagic[7] 29.724 6.588 18.646 29.699 40.443
beta3_pelagic[8] 29.418 6.552 18.658 29.179 40.414
beta3_pelagic[9] 29.513 6.625 18.620 29.541 40.270
beta3_pelagic[10] 29.805 6.600 18.641 30.026 40.361
beta3_pelagic[11] 29.693 1.121 27.082 29.856 31.579
beta3_pelagic[12] 30.981 6.875 19.578 30.956 42.378
beta3_pelagic[13] 36.751 3.105 29.905 36.792 42.205
beta3_pelagic[14] 33.685 1.614 30.992 33.512 37.293
beta3_pelagic[15] 34.195 6.581 20.516 34.792 42.500
beta3_pelagic[16] 30.930 3.390 24.783 30.730 38.965
beta0_yellow[1] -0.484 0.152 -0.769 -0.486 -0.185
beta0_yellow[2] 0.569 0.157 0.276 0.565 0.895
beta0_yellow[3] -0.164 0.195 -0.538 -0.166 0.216
beta0_yellow[4] 0.974 0.215 0.430 0.998 1.330
beta0_yellow[5] 0.388 0.338 -0.372 0.433 0.941
beta0_yellow[6] 0.808 0.155 0.508 0.805 1.119
beta0_yellow[7] 0.941 0.155 0.644 0.935 1.251
beta0_yellow[8] 0.974 0.160 0.672 0.968 1.295
beta0_yellow[9] 0.561 0.166 0.233 0.567 0.870
beta0_yellow[10] 0.674 0.136 0.397 0.678 0.939
beta0_yellow[11] -0.060 0.219 -0.657 -0.027 0.285
beta0_yellow[12] -1.182 0.204 -1.615 -1.168 -0.834
beta0_yellow[13] -1.333 0.242 -1.941 -1.305 -0.936
beta0_yellow[14] -0.270 0.187 -0.641 -0.266 0.089
beta0_yellow[15] -1.231 0.224 -1.809 -1.204 -0.881
beta0_yellow[16] -0.354 0.166 -0.701 -0.344 -0.050
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 0.987 0.262 0.503 0.984 1.447
beta1_yellow[3] 0.448 0.272 0.015 0.457 0.956
beta1_yellow[4] 1.165 0.446 0.516 1.101 2.373
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 2.047 0.506 1.385 1.952 3.646
beta1_yellow[12] 0.297 0.618 0.011 0.087 2.246
beta1_yellow[13] 2.328 0.606 1.422 2.234 3.737
beta1_yellow[14] 2.706 0.593 1.725 2.641 4.113
beta1_yellow[15] 0.784 0.372 0.080 0.754 1.684
beta1_yellow[16] 0.165 0.171 0.011 0.098 0.605
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.637 5.727 -21.774 -6.290 -0.573
beta2_yellow[3] -6.874 5.264 -19.905 -5.617 -0.378
beta2_yellow[4] -6.420 5.882 -20.296 -4.807 -0.171
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -4.338 4.895 -18.057 -2.196 -0.269
beta2_yellow[12] -7.721 5.794 -21.254 -6.580 -0.225
beta2_yellow[13] -1.891 3.375 -12.929 -0.686 -0.227
beta2_yellow[14] -4.729 5.393 -20.873 -2.367 -0.543
beta2_yellow[15] -6.230 5.807 -20.624 -4.672 -0.157
beta2_yellow[16] -7.841 5.979 -22.532 -6.505 -0.354
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 28.949 1.245 27.202 28.729 31.930
beta3_yellow[3] 32.185 3.708 21.750 32.619 38.451
beta3_yellow[4] 29.054 3.076 24.637 27.879 35.858
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 30.075 0.806 28.591 29.961 31.888
beta3_yellow[12] 34.594 3.953 28.318 34.446 41.633
beta3_yellow[13] 30.274 1.065 28.295 30.202 32.477
beta3_yellow[14] 29.339 0.520 28.345 29.274 30.481
beta3_yellow[15] 31.270 2.846 28.139 30.271 38.645
beta3_yellow[16] 33.869 3.623 28.282 33.403 41.119
beta0_black[1] 0.041 0.187 -0.323 0.040 0.412
beta0_black[2] 1.900 0.169 1.568 1.899 2.232
beta0_black[3] 1.386 0.177 1.039 1.390 1.721
beta0_black[4] 2.524 0.175 2.197 2.523 2.869
beta0_black[5] 4.705 2.169 1.767 4.249 10.310
beta0_black[6] 4.742 2.071 2.322 4.219 10.224
beta0_black[7] 3.649 1.899 1.431 3.189 9.013
beta0_black[8] 1.164 0.309 0.563 1.158 1.782
beta0_black[9] 2.695 0.287 2.130 2.688 3.296
beta0_black[10] 1.375 0.173 1.031 1.376 1.710
beta0_black[11] 2.965 0.180 2.626 2.958 3.327
beta0_black[12] 4.854 0.236 4.396 4.851 5.309
beta0_black[13] 0.313 0.243 0.013 0.264 0.894
beta0_black[14] 2.834 0.203 2.442 2.833 3.239
beta0_black[15] 1.295 0.192 0.916 1.297 1.654
beta0_black[16] 3.768 0.189 3.398 3.770 4.158
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.116 1.608 -6.461 -1.649 -0.358
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.578 1.392 35.379 38.830 40.652
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.341 0.243 -0.815 -0.344 0.132
beta4_black[2] 0.270 0.231 -0.175 0.267 0.726
beta4_black[3] -1.009 0.241 -1.477 -1.007 -0.544
beta4_black[4] 0.558 0.267 0.018 0.559 1.088
beta4_black[5] 0.856 1.642 -1.349 0.547 5.011
beta4_black[6] 0.995 1.758 -0.985 0.597 5.286
beta4_black[7] 0.849 1.664 -1.124 0.480 5.010
beta4_black[8] -0.324 0.393 -1.119 -0.309 0.415
beta4_black[9] 1.078 0.892 -0.216 0.909 3.266
beta4_black[10] 0.097 0.226 -0.350 0.094 0.554
beta4_black[11] -0.595 0.244 -1.070 -0.592 -0.093
beta4_black[12] 0.656 0.383 -0.095 0.654 1.419
beta4_black[13] -1.229 0.260 -1.735 -1.227 -0.710
beta4_black[14] 0.106 0.292 -0.468 0.115 0.670
beta4_black[15] -1.008 0.251 -1.487 -1.008 -0.512
beta4_black[16] -0.445 0.259 -0.949 -0.448 0.076
beta0_dsr[11] -0.599 0.155 -0.934 -0.592 -0.317
beta0_dsr[12] 1.449 0.177 1.100 1.447 1.792
beta0_dsr[13] 0.052 0.160 -0.266 0.047 0.364
beta0_dsr[14] -0.161 0.166 -0.487 -0.160 0.151
beta0_dsr[15] 0.001 0.149 -0.284 -0.001 0.306
beta0_dsr[16] -0.109 0.164 -0.443 -0.104 0.203
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 1.058 0.214 0.656 1.053 1.497
beta4_dsr[12] 0.711 0.320 0.098 0.707 1.344
beta4_dsr[13] 0.186 0.212 -0.232 0.186 0.590
beta4_dsr[14] -0.062 0.240 -0.529 -0.065 0.428
beta4_dsr[15] 0.755 0.212 0.328 0.756 1.163
beta4_dsr[16] 0.483 0.232 0.034 0.481 0.958
beta0_slope[11] -1.919 0.203 -2.304 -1.919 -1.517
beta0_slope[12] -5.460 0.347 -6.148 -5.450 -4.808
beta0_slope[13] -1.305 0.218 -1.733 -1.310 -0.873
beta0_slope[14] -2.569 0.223 -3.002 -2.569 -2.124
beta0_slope[15] -1.261 0.206 -1.657 -1.261 -0.860
beta0_slope[16] -2.334 0.203 -2.732 -2.333 -1.945
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.790 0.270 -1.325 -0.790 -0.283
beta4_slope[12] -3.902 0.924 -5.752 -3.868 -2.141
beta4_slope[13] -0.004 0.283 -0.572 -0.003 0.552
beta4_slope[14] -0.391 0.330 -1.024 -0.387 0.212
beta4_slope[15] -0.924 0.271 -1.448 -0.924 -0.389
beta4_slope[16] -0.665 0.290 -1.225 -0.659 -0.093
beta5_slope[11] 2.635 0.315 1.999 2.635 3.257
beta5_slope[12] 1.602 0.527 0.598 1.603 2.656
beta5_slope[13] 1.352 0.315 0.722 1.354 1.984
beta5_slope[14] 3.484 0.466 2.597 3.477 4.436
beta5_slope[15] 1.688 0.311 1.077 1.688 2.279
beta5_slope[16] 2.842 0.394 2.104 2.834 3.626
tau_comp[1] 3.999 0.297 3.451 3.987 4.601
tau_comp[2] 2.553 0.213 2.162 2.543 2.999
tau_comp[3] 1.361 0.100 1.176 1.358 1.554
tau_comp[4] 2.437 0.303 1.897 2.420 3.091
tau_comp[5] 1.504 0.208 1.132 1.494 1.937
sigma_H[1] 0.192 0.052 0.095 0.190 0.299
sigma_H[2] 0.173 0.030 0.120 0.171 0.237
sigma_H[3] 0.199 0.043 0.123 0.196 0.292
sigma_H[4] 0.396 0.081 0.263 0.389 0.581
sigma_H[5] 1.036 0.219 0.636 1.025 1.501
sigma_H[6] 0.263 0.184 0.009 0.235 0.681
sigma_H[7] 0.277 0.049 0.199 0.271 0.387
sigma_H[8] 0.435 0.095 0.306 0.421 0.634
sigma_H[9] 0.392 0.073 0.280 0.382 0.562
sigma_H[10] 0.221 0.045 0.145 0.216 0.323
sigma_H[11] 0.265 0.046 0.189 0.261 0.366
sigma_H[12] 0.402 0.158 0.204 0.357 0.756
sigma_H[13] 0.204 0.036 0.140 0.201 0.286
sigma_H[14] 0.462 0.093 0.309 0.453 0.672
sigma_H[15] 0.243 0.040 0.174 0.238 0.333
sigma_H[16] 0.219 0.043 0.146 0.214 0.317
lambda_H[1] 2.804 4.628 0.081 1.237 14.391
lambda_H[2] 8.114 7.422 0.767 5.986 28.382
lambda_H[3] 4.686 6.463 0.236 2.474 21.514
lambda_H[4] 0.008 0.007 0.001 0.006 0.024
lambda_H[5] 2.861 6.348 0.015 0.584 22.358
lambda_H[6] 8.800 14.393 0.020 3.358 51.902
lambda_H[7] 0.015 0.010 0.003 0.012 0.041
lambda_H[8] 8.038 9.801 0.035 4.683 33.960
lambda_H[9] 0.020 0.014 0.003 0.017 0.056
lambda_H[10] 0.324 0.728 0.028 0.185 1.373
lambda_H[11] 0.218 0.351 0.010 0.094 1.124
lambda_H[12] 4.683 5.793 0.210 2.773 20.000
lambda_H[13] 3.447 3.138 0.274 2.535 12.015
lambda_H[14] 3.298 3.985 0.237 2.178 13.155
lambda_H[15] 0.022 0.068 0.003 0.015 0.075
lambda_H[16] 0.736 1.233 0.030 0.312 4.224
mu_lambda_H[1] 4.165 1.857 1.117 3.998 8.300
mu_lambda_H[2] 3.901 1.941 0.714 3.735 8.037
mu_lambda_H[3] 3.531 1.887 0.790 3.229 7.737
sigma_lambda_H[1] 8.260 4.308 1.872 7.537 18.280
sigma_lambda_H[2] 8.382 4.571 1.208 7.780 18.250
sigma_lambda_H[3] 6.443 4.127 1.102 5.389 16.574
beta_H[1,1] 6.670 1.268 3.546 6.917 8.473
beta_H[2,1] 9.857 0.492 8.803 9.891 10.718
beta_H[3,1] 7.929 0.788 6.154 8.006 9.283
beta_H[4,1] 13.227 7.733 -1.140 12.662 28.921
beta_H[5,1] -0.176 2.928 -6.488 0.041 4.665
beta_H[6,1] 4.627 2.768 -3.405 5.308 7.771
beta_H[7,1] 2.719 5.300 -8.279 3.003 12.318
beta_H[8,1] 1.845 6.214 -2.264 1.204 4.508
beta_H[9,1] 13.919 5.545 3.775 13.594 25.970
beta_H[10,1] 7.109 1.736 3.509 7.186 10.437
beta_H[11,1] 4.650 3.599 -2.921 5.212 9.856
beta_H[12,1] 2.491 0.995 0.724 2.455 4.623
beta_H[13,1] 9.030 0.859 7.255 9.093 10.440
beta_H[14,1] 2.116 1.067 0.137 2.151 4.026
beta_H[15,1] -6.804 3.600 -13.342 -7.000 0.837
beta_H[16,1] 4.103 3.115 -0.783 3.617 11.898
beta_H[1,2] 7.915 0.253 7.402 7.924 8.407
beta_H[2,2] 10.033 0.131 9.779 10.034 10.285
beta_H[3,2] 8.924 0.202 8.529 8.921 9.334
beta_H[4,2] 2.039 1.507 -1.094 2.052 4.973
beta_H[5,2] 1.851 1.083 -0.272 1.848 3.939
beta_H[6,2] 6.251 0.875 4.281 6.318 7.729
beta_H[7,2] 1.889 0.990 0.099 1.857 3.914
beta_H[8,2] 2.857 1.564 0.764 3.114 4.198
beta_H[9,2] 2.659 1.024 0.716 2.670 4.659
beta_H[10,2] 8.170 0.357 7.434 8.182 8.818
beta_H[11,2] 9.867 0.664 8.841 9.774 11.330
beta_H[12,2] 3.924 0.356 3.251 3.916 4.662
beta_H[13,2] 9.143 0.238 8.706 9.138 9.632
beta_H[14,2] 4.063 0.350 3.414 4.057 4.750
beta_H[15,2] 11.513 0.656 10.103 11.550 12.713
beta_H[16,2] 4.687 0.825 3.128 4.663 6.356
beta_H[1,3] 8.567 0.259 8.093 8.554 9.081
beta_H[2,3] 10.103 0.116 9.878 10.101 10.339
beta_H[3,3] 9.624 0.170 9.306 9.620 9.969
beta_H[4,3] -0.547 1.229 -2.793 -0.634 2.139
beta_H[5,3] 4.096 0.712 2.710 4.080 5.566
beta_H[6,3] 7.611 0.841 6.444 7.463 9.877
beta_H[7,3] -1.981 0.651 -3.247 -1.966 -0.743
beta_H[8,3] 5.296 0.771 4.610 5.165 6.909
beta_H[9,3] -1.664 0.712 -3.079 -1.644 -0.314
beta_H[10,3] 8.795 0.282 8.269 8.789 9.350
beta_H[11,3] 8.456 0.300 7.840 8.481 8.978
beta_H[12,3] 5.350 0.309 4.653 5.381 5.861
beta_H[13,3] 8.942 0.178 8.582 8.939 9.283
beta_H[14,3] 5.864 0.279 5.254 5.876 6.359
beta_H[15,3] 10.288 0.310 9.683 10.281 10.902
beta_H[16,3] 6.128 0.815 4.395 6.215 7.485
beta_H[1,4] 8.284 0.183 7.904 8.292 8.624
beta_H[2,4] 10.171 0.119 9.917 10.175 10.387
beta_H[3,4] 10.131 0.165 9.775 10.141 10.434
beta_H[4,4] 11.582 0.457 10.705 11.593 12.481
beta_H[5,4] 5.722 0.889 4.327 5.598 7.767
beta_H[6,4] 7.651 0.683 5.775 7.794 8.574
beta_H[7,4] 8.389 0.318 7.772 8.385 9.004
beta_H[8,4] 6.703 0.324 5.988 6.739 7.119
beta_H[9,4] 7.150 0.374 6.435 7.147 7.903
beta_H[10,4] 7.834 0.255 7.368 7.826 8.371
beta_H[11,4] 9.498 0.194 9.115 9.496 9.883
beta_H[12,4] 7.224 0.192 6.835 7.223 7.604
beta_H[13,4] 9.080 0.142 8.802 9.081 9.355
beta_H[14,4] 7.915 0.214 7.498 7.911 8.344
beta_H[15,4] 9.481 0.230 9.019 9.486 9.928
beta_H[16,4] 9.488 0.279 9.005 9.468 10.071
beta_H[1,5] 9.084 0.148 8.786 9.086 9.382
beta_H[2,5] 10.833 0.093 10.657 10.832 11.027
beta_H[3,5] 10.939 0.171 10.636 10.932 11.294
beta_H[4,5] 8.544 0.436 7.673 8.542 9.398
beta_H[5,5] 5.065 0.756 3.149 5.201 6.204
beta_H[6,5] 8.689 0.441 8.021 8.633 9.731
beta_H[7,5] 6.665 0.311 6.069 6.662 7.292
beta_H[8,5] 8.317 0.280 7.959 8.281 8.863
beta_H[9,5] 8.391 0.367 7.629 8.389 9.096
beta_H[10,5] 10.161 0.256 9.661 10.164 10.648
beta_H[11,5] 11.582 0.225 11.140 11.580 12.024
beta_H[12,5] 8.553 0.188 8.180 8.553 8.945
beta_H[13,5] 10.089 0.130 9.835 10.085 10.348
beta_H[14,5] 9.281 0.210 8.891 9.276 9.718
beta_H[15,5] 11.266 0.241 10.775 11.266 11.738
beta_H[16,5] 9.884 0.195 9.477 9.896 10.245
beta_H[1,6] 10.214 0.229 9.870 10.183 10.780
beta_H[2,6] 11.533 0.108 11.322 11.535 11.743
beta_H[3,6] 10.719 0.167 10.371 10.726 11.018
beta_H[4,6] 12.880 0.773 11.338 12.883 14.372
beta_H[5,6] 5.869 0.747 4.634 5.808 7.502
beta_H[6,6] 8.745 0.424 7.815 8.777 9.434
beta_H[7,6] 10.464 0.525 9.422 10.469 11.475
beta_H[8,6] 9.566 0.360 8.914 9.603 10.036
beta_H[9,6] 8.169 0.624 6.974 8.165 9.473
beta_H[10,6] 9.420 0.359 8.641 9.451 10.026
beta_H[11,6] 10.679 0.379 9.870 10.697 11.340
beta_H[12,6] 9.369 0.236 8.929 9.358 9.865
beta_H[13,6] 11.089 0.154 10.809 11.080 11.397
beta_H[14,6] 9.928 0.266 9.377 9.937 10.429
beta_H[15,6] 10.650 0.426 9.820 10.646 11.518
beta_H[16,6] 10.682 0.252 10.131 10.692 11.176
beta_H[1,7] 10.312 1.214 7.067 10.607 11.931
beta_H[2,7] 12.127 0.458 11.093 12.151 12.979
beta_H[3,7] 10.281 0.725 8.614 10.373 11.468
beta_H[4,7] 1.905 3.944 -5.937 1.805 9.847
beta_H[5,7] 6.164 2.502 0.882 6.201 10.987
beta_H[6,7] 8.429 1.857 3.229 8.889 10.540
beta_H[7,7] 7.988 2.709 2.685 8.017 13.491
beta_H[8,7] 11.068 1.348 9.433 10.960 13.165
beta_H[9,7] 5.447 3.183 -1.149 5.540 11.278
beta_H[10,7] 10.232 1.614 7.456 10.095 13.824
beta_H[11,7] 11.510 1.856 8.344 11.312 15.598
beta_H[12,7] 9.890 0.899 7.923 9.962 11.387
beta_H[13,7] 11.710 0.731 10.036 11.797 12.909
beta_H[14,7] 10.627 0.869 8.833 10.648 12.313
beta_H[15,7] 13.570 2.240 9.087 13.576 17.793
beta_H[16,7] 12.773 1.360 10.470 12.636 15.857
beta0_H[1] 9.161 16.761 -22.937 8.803 43.484
beta0_H[2] 10.700 6.782 -2.767 10.612 24.264
beta0_H[3] 9.895 10.683 -11.243 9.808 31.709
beta0_H[4] 4.479 170.710 -355.038 3.758 355.765
beta0_H[5] 3.932 35.770 -66.545 4.343 71.380
beta0_H[6] 6.871 31.093 -56.969 7.700 63.843
beta0_H[7] 7.012 127.269 -244.042 4.182 272.990
beta0_H[8] 5.566 50.015 -22.280 6.454 31.965
beta0_H[9] 8.643 106.665 -202.556 8.730 218.925
beta0_H[10] 9.573 34.996 -61.615 9.358 84.139
beta0_H[11] 8.373 55.304 -107.678 9.112 120.822
beta0_H[12] 6.721 11.267 -14.924 6.627 29.086
beta0_H[13] 9.599 10.575 -11.963 9.814 29.869
beta0_H[14] 6.990 11.642 -14.448 6.993 29.325
beta0_H[15] 7.048 112.787 -225.567 8.469 239.298
beta0_H[16] 7.923 30.078 -53.144 7.734 72.341